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[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
# EfficientNetV2
> [EfficientNetV2: Smaller Models and Faster Training](https://arxiv.org/abs/2104.00298)
<!-- [ALGORITHM] -->
## Abstract
This paper introduces EfficientNetV2, a new family of convolutional networks that have faster training speed and better parameter efficiency than previous models. To develop this family of models, we use a combination of training-aware neural architecture search and scaling, to jointly optimize training speed and parameter efficiency. The models were searched from the search space enriched with new ops such as Fused-MBConv. Our experiments show that EfficientNetV2 models train much faster than state-of-the-art models while being up to 6.8x smaller. Our training can be further sped up by progressively increasing the image size during training, but it often causes a drop in accuracy. To compensate for this accuracy drop, we propose to adaptively adjust regularization (e.g., dropout and data augmentation) as well, such that we can achieve both fast training and good accuracy. With progressive learning, our EfficientNetV2 significantly outperforms previous models on ImageNet and CIFAR/Cars/Flowers datasets. By pretraining on the same ImageNet21k, our EfficientNetV2 achieves 87.3% top-1 accuracy on ImageNet ILSVRC2012, outperforming the recent ViT by 2.0% accuracy while training 5x-11x faster using the same computing resources. Code will be available at https://github.com/google/automl/tree/master/efficientnetv2.
<div align=center>
<img src="https://user-images.githubusercontent.com/18586273/208616931-0c5107f1-f08c-48d3-8694-7a6eaf227dc2.png" width="50%"/>
</div>
## How to use it?
<!-- [TABS-BEGIN] -->
**Predict image**
```python
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
from mmpretrain import inference_model
predict = inference_model('efficientnetv2-b0_3rdparty_in1k', 'demo/bird.JPEG')
print(predict['pred_class'])
print(predict['pred_score'])
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
```
**Use the model**
```python
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
import torch
from mmpretrain import get_model
model = get_model('efficientnetv2-b0_3rdparty_in1k', pretrained=True)
inputs = torch.rand(1, 3, 224, 224)
out = model(inputs)
print(type(out))
# To extract features.
feats = model.extract_feat(inputs)
print(type(feats))
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
```
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
**Test Command**
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Docs] Update links (#1457) * update links * update readtherdocs * update * update * fix lint * update * update * update * update cov branch * update * update * update
2023-04-06 20:58:52 +08:00
Prepare your dataset according to the [docs](https://mmpretrain.readthedocs.io/en/latest/user_guides/dataset_prepare.html#prepare-dataset).
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
Test:
```shell
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
python tools/test.py configs/efficientnet_v2/efficientnetv2-b0_8xb32_in1k.py https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b0_3rdparty_in1k_20221221-9ef6e736.pth
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
```
<!-- [TABS-END] -->
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
## Models and results
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
### Pretrained models
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
| Model | Params (M) | Flops (G) | Config | Download |
| :----------------------------------- | :--------: | :-------: | :----------------------------------------: | :-----------------------------------------------------------------------------------------------------: |
| `efficientnetv2-s_3rdparty_in21k`\* | 48.16 | 3.31 | [config](efficientnetv2-s_8xb32_in21k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-s_3rdparty_in21k_20221220-c0572b56.pth) |
| `efficientnetv2-m_3rdparty_in21k`\* | 80.84 | 5.86 | [config](efficientnetv2-m_8xb32_in21k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-m_3rdparty_in21k_20221220-073e944c.pth) |
| `efficientnetv2-l_3rdparty_in21k`\* | 145.22 | 13.11 | [config](efficientnetv2-l_8xb32_in21k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-l_3rdparty_in21k_20221220-f28f91e1.pth) |
| `efficientnetv2-xl_3rdparty_in21k`\* | 234.82 | 18.86 | [config](efficientnetv2-xl_8xb32_in21k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-xl_3rdparty_in21k_20221220-b2c9329c.pth) |
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Refactor] Fix spelling (#1681) * [Refactor] Fix spelling * [Refactor] Fix spelling * [Refactor] Fix spelling * [Refactor] Fix spelling
2023-07-05 11:07:43 +08:00
*Models with * are converted from the [timm](https://github.com/rwightman/pytorch-image-models/blob/main/timm/models/efficientnet.py). The config files of these models are only for inference. We haven't reproduce the training results.*
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
### Image Classification on ImageNet-1k
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Docs] Update generate_readme.py and readme files. (#1388) * Update generate_readme.py and readme files. * Update reamde * Update docs * update metafile * update simmim readme * update * update mae * fix lint * update mocov2 * update readme pic * fix lint * Fix mmcls download links. * Fix Chinese docs. * Decrease readthedocs requirements. --------- Co-authored-by: fangyixiao18 <fangyx18@hotmail.com>
2023-03-02 13:29:07 +08:00
| Model | Pretrain | Params (M) | Flops (G) | Top-1 (%) | Top-5 (%) | Config | Download |
| :-------------------------------------------- | :----------: | :--------: | :-------: | :-------: | :-------: | :---------------------------------------------: | :---------------------------------------------------------: |
| `efficientnetv2-b0_3rdparty_in1k`\* | From scratch | 7.14 | 0.92 | 78.52 | 94.44 | [config](efficientnetv2-b0_8xb32_in1k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b0_3rdparty_in1k_20221221-9ef6e736.pth) |
| `efficientnetv2-b1_3rdparty_in1k`\* | From scratch | 8.14 | 1.44 | 79.80 | 94.89 | [config](efficientnetv2-b1_8xb32_in1k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b1_3rdparty_in1k_20221221-6955d9ce.pth) |
| `efficientnetv2-b2_3rdparty_in1k`\* | From scratch | 10.10 | 1.99 | 80.63 | 95.30 | [config](efficientnetv2-b2_8xb32_in1k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b2_3rdparty_in1k_20221221-74f7d493.pth) |
| `efficientnetv2-b3_3rdparty_in1k`\* | From scratch | 14.36 | 3.50 | 82.03 | 95.88 | [config](efficientnetv2-b3_8xb32_in1k.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-b3_3rdparty_in1k_20221221-b6f07a36.pth) |
| `efficientnetv2-s_3rdparty_in1k`\* | From scratch | 21.46 | 9.72 | 83.82 | 96.67 | [config](efficientnetv2-s_8xb32_in1k-384px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-s_3rdparty_in1k_20221220-f0eaff9d.pth) |
| `efficientnetv2-m_3rdparty_in1k`\* | From scratch | 54.14 | 26.88 | 85.01 | 97.26 | [config](efficientnetv2-m_8xb32_in1k-480px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-m_3rdparty_in1k_20221220-9dc0c729.pth) |
| `efficientnetv2-l_3rdparty_in1k`\* | From scratch | 118.52 | 60.14 | 85.43 | 97.31 | [config](efficientnetv2-l_8xb32_in1k-480px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-l_3rdparty_in1k_20221220-5c3bac0f.pth) |
| `efficientnetv2-s_in21k-pre_3rdparty_in1k`\* | ImageNet-21k | 21.46 | 9.72 | 84.29 | 97.26 | [config](efficientnetv2-s_8xb32_in1k-384px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-s_in21k-pre-3rdparty_in1k_20221220-7a7c8475.pth) |
| `efficientnetv2-m_in21k-pre_3rdparty_in1k`\* | ImageNet-21k | 54.14 | 26.88 | 85.47 | 97.76 | [config](efficientnetv2-m_8xb32_in1k-480px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-m_in21k-pre-3rdparty_in1k_20221220-a1013a04.pth) |
| `efficientnetv2-l_in21k-pre_3rdparty_in1k`\* | ImageNet-21k | 118.52 | 60.14 | 86.31 | 97.99 | [config](efficientnetv2-l_8xb32_in1k-480px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-l_in21k-pre-3rdparty_in1k_20221220-63df0efd.pth) |
| `efficientnetv2-xl_in21k-pre_3rdparty_in1k`\* | ImageNet-21k | 208.12 | 98.34 | 86.39 | 97.83 | [config](efficientnetv2-xl_8xb32_in1k-512px.py) | [model](https://download.openmmlab.com/mmclassification/v0/efficientnetv2/efficientnetv2-xl_in21k-pre-3rdparty_in1k_20221220-583ac18b.pth) |
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
[Refactor] Fix spelling (#1681) * [Refactor] Fix spelling * [Refactor] Fix spelling * [Refactor] Fix spelling * [Refactor] Fix spelling
2023-07-05 11:07:43 +08:00
*Models with * are converted from the [timm](https://github.com/rwightman/pytorch-image-models/blob/main/timm/models/efficientnet.py). The config files of these models are only for inference. We haven't reproduce the training results.*
[Feature] [CodeCamp #68] Add EfficientnetV2 Backbone. (#1253) * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update config file * update model file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * add efficientnet_v2.py * add efficientnet_v2 in __init__.py * add efficientnet_v2_s base config file * add efficientnet_v2 config file * add efficientnet_v2 config file * update tuple output * update config file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model file * update config file * update config file * update model file * update model file * update model file * update model file * update model config file * Update efficientnet_v2.py * add config file and modify arch * add config file and modify arch * add the file about convert_pth from timm to mmcls * update efficientnetv2 model file with mmcls style * add the file about convert_pth from timm to mmcls * add the file about convert_pth from timm to mmcls * update convert file * update model file * update convert file * update model file * update model file * update model file * add metefile and README * Update tools/model_converters/efficientnetv2-timm_to_mmcls.py Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com> * update model file and convert file * update model file and convert file * update model file and convert file * update model file and convert file * update model file * update model file * update model file * update config file and README file * update metafile * Update efficientnetv2_to_mmcls.py * update model-index.yml * update metafile.yml * update b0 and s train pipeline * update b0 and s train pipeline * update b0 and s train pipeline * add test_efficientnet_v2 * update test_efficientnet_v2 * update model file docs * update test_efficientnet_v2 * update test_efficientnet_v2 * pass pre-commit hook * refactor efficientnetv2 * refactor efficientnetv2 * update readme, metafile and weight links * update model-index.yml * fix lint * fix typo * Update efficientnetv2-b1_8xb32_in1k.py * Update efficientnetv2-b2_8xb32_in1k.py * Update efficientnetv2-b3_8xb32_in1k.py * update two moduals and model file * update modual file * update accuracys * update accuracys * update metafile * fix build docs * update links * update README.md Co-authored-by: qingtian <459291290@qq.com> Co-authored-by: Ezra-Yu <18586273+Ezra-Yu@users.noreply.github.com>
2022-12-30 15:18:39 +08:00
## Citation
```bibtex
@inproceedings{tan2021efficientnetv2,
title={Efficientnetv2: Smaller models and faster training},
author={Tan, Mingxing and Le, Quoc},
booktitle={International Conference on Machine Learning},
pages={10096--10106},
year={2021},
organization={PMLR}
}
```