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[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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# 模型库
[Feature]: Add docs and docker
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[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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所有模型和部分基准测试如下。
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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## 预训练模型
[Feature]: Add docs and docker
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Bump version to v0.6.0 (#199) * [Feature] Add MoCo v3 (#194) * [Feature] add position embedding function * [Fature] modify nonlinear neck for vit backbone * [Feature] add mocov3 head * [Feature] modify cls_head for vit backbone * [Feature] add ViT backbone * [Feature] add mocov3 algorithm * [Docs] revise BYOL hook docstring * [Feature] add mocov3 vit small config files * [Feature] add mocov3 vit small linear eval config files * [Fix] solve conflict * [Fix] add mmcls * [Fix] fix docstring format * [Fix] fix isort * [Fix] add mmcls to runtime requirements * [Feature] remove duplicated codes * [Feature] add mocov3 related unit test * [Feature] revise position embedding function * [Feature] add UT codes * [Docs] add README.md * [Docs] add model links and results to model zoo * [Docs] fix model links * [Docs] add metafile * [Docs] modify install.md and add mmcls requirements * [Docs] modify description * [Fix] using specific arch name `mocov3-small` rather than general arch name `small` * [Fix] add mmcls * [Fix] fix arch name * [Feature] change name to `MoCoV3` * [Fix] fix unit test bug * [Feature] change `BYOLHook` name to `MomentumUpdateHook` * [Feature] change name to MoCoV3 * [Docs] modify description Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com> * [Docs] update model zoo results (#195) * Bump version to v0.6.0 (#198) * [Docs] update model zoo results * Bump version to v0.6.0 Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com>
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| 算法 | 配置文件 | 下载链接 |
| ------------------------------------------------------------------------------------------------------------------ | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
| [BYOL](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/README.md) | [byol_resnet50_8xb32-accum16-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k_20211213-30dbaef1.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k_20211111_212813.log.json) |
| | [byol_resnet50_8xb32-accum16-coslr-300e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/byol_resnet50_8xb32-accum16-coslr-300e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/byol/byol_resnet50_8xb32-accum16-coslr-300e_in1k_20211213-47673e22.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/byol/byol_resnet50_8xb32-accum16-coslr-300e_in1k_20211129_163841.log.json) |
| [DeepCluster](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/deepcluster/README.md) | [deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/deepcluster/deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/deepcluster/deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k-bb8681e2.pth) |
| [DenseCL](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/densecl/README.md) | [densecl_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k_20211214-1efb342c.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k_20211210_230413.log.json) |
| [MoCo v2](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov2/README.md) | [mocov2_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov2/mocov2_resnet50_8xb32-coslr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/moco/mocov2_resnet50_8xb32-coslr-200e_in1k_20211213-7ce8f840.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/moco/mocov2_resnet50_8xb32-coslr-200e_in1k_20211208_161634.log.json) |
| [NPID](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/npid/README.md) | [npid_resnet50_8xb32-steplr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k_20211213-b5fec6df.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k_20211210_124652.log.json) |
| [ODC](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/odc/README.md) | [odc_resnet50_8xb64-steplr-440e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/odc/odc_resnet50_8xb64-steplr-440e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/odc/odc_resnet50_8xb64-steplr-440e_in1k-5af5dd0c.pth) |
| [Relative Location](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/relative_loc/README.md) | [relative-loc_resnet50_8xb64-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k_20211213-cdd3162f.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k_20210930_144754.log.json) |
| [Rotation Prediction](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/rotation_pred/README.md) | [rotation-pred_resnet50_8xb16-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k_20211213-513972ac.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k_20210930_151459.log.json) |
| [SimCLR](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simclr/README.md) | [simclr_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simclr/simclr_resnet50_8xb32-coslr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/simclr/simclr_resnet50_8xb32-coslr-200e_in1k_20211213-d0e53669.pth) |
| [SimSiam](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/README.md) | [simsiam_resnet50_8xb32-coslr-100e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k_20211230-65a0eff4.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k_20211225_132004.log.json) |
| | [simsiam_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k.py) | [model](https://download.openmmlab.com/mmselfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k_20211213-b605f9f1.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k_20211225_132031.log.json) |
| [SwAV](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/swav/README.md) | [swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96.py) | [model](https://download.openmmlab.com/mmselfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96_20211213-0028900c.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96_20211206_102636.log.json) |
| [MoCo v3](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov3/README.md) | [mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov3/mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224.py) | [model](https://download.openmmlab.com/mmselfsup/moco/mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224_20220127-e9332db2.pth) &#124; [log](https://download.openmmlab.com/mmselfsup/moco/mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224_20220115_171742.log.json) |
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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备注：
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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- 训练细节记录在配置文件名中。
[Feature]: Add docs and docker
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[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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- 可以点击算法名获得更加全面的信息。
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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## 基准测试
[Feature]: Add docs and docker
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[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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在下列表格中，我们只展示了基于 ImageNet 数据集的线性评估，COCO17 数据集的目标检测和 PASCAL VOC12 Aug 数据集的分割任务，您可以点击预训练模型表格中的算法名查看其它基准测试结果。
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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### ImageNet 线性评估
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
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如果没有特殊说明，下列实验采用 [MoCo](http://openaccess.thecvf.com/content_CVPR_2020/papers/He_Momentum_Contrast_for_Unsupervised_Visual_Representation_Learning_CVPR_2020_paper.pdf) 的设置，或者采用的训练设置写在备注中。
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| 算法 | 配置文件 | 备注 | Top-1 (%) |
| ------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------- | --------- |
| BYOL | [byol_resnet50_8xb32-accum16-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k.py) | | 67.68 |
Bump version to v0.6.0 (#199) * [Feature] Add MoCo v3 (#194) * [Feature] add position embedding function * [Fature] modify nonlinear neck for vit backbone * [Feature] add mocov3 head * [Feature] modify cls_head for vit backbone * [Feature] add ViT backbone * [Feature] add mocov3 algorithm * [Docs] revise BYOL hook docstring * [Feature] add mocov3 vit small config files * [Feature] add mocov3 vit small linear eval config files * [Fix] solve conflict * [Fix] add mmcls * [Fix] fix docstring format * [Fix] fix isort * [Fix] add mmcls to runtime requirements * [Feature] remove duplicated codes * [Feature] add mocov3 related unit test * [Feature] revise position embedding function * [Feature] add UT codes * [Docs] add README.md * [Docs] add model links and results to model zoo * [Docs] fix model links * [Docs] add metafile * [Docs] modify install.md and add mmcls requirements * [Docs] modify description * [Fix] using specific arch name `mocov3-small` rather than general arch name `small` * [Fix] add mmcls * [Fix] fix arch name * [Feature] change name to `MoCoV3` * [Fix] fix unit test bug * [Feature] change `BYOLHook` name to `MomentumUpdateHook` * [Feature] change name to MoCoV3 * [Docs] modify description Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com> * [Docs] update model zoo results (#195) * Bump version to v0.6.0 (#198) * [Docs] update model zoo results * Bump version to v0.6.0 Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com>
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| DeepCluster | [deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k.py](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/deepcluster/deepcluster-sobel_resnet50_8xb64-steplr-200e_in1k.py) | | 46.92 |
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| DenseCL | [densecl_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k.py) | | 63.34 |
[Docs] update algorithm README with the new format (#177) * [Docs] seperate mocov1 and mocov2 configs, readme and metafile * [Docs] update model link in metafile * [Docs] update algorithm readme with new format * [Docs] update width of pictures * [Docs] update 'moco' related directory * [Docs] fix lint
2022-01-18 11:18:51 +08:00
| MoCo v2 | [mocov2_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov2/mocov2_resnet50_8xb32-coslr-200e_in1k.py) | | 67.56 |
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| NPID | [npid_resnet50_8xb32-steplr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k.py) | | 58.16 |
| ODC | [odc_resnet50_8xb64-steplr-440e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/odc/odc_resnet50_8xb64-steplr-440e_in1k.py) | | 53.42 |
| Relative Location | [relative-loc_resnet50_8xb64-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k.py) | | 39.65 |
| Rotation Prediction | [rotation-pred_resnet50_8xb16-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k.py) | | 44.35 |
| SimCLR | [simclr_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simclr/simclr_resnet50_8xb32-coslr-200e_in1k.py) | | 58.92 |
| SimSiam | [simsiam_resnet50_8xb32-coslr-100e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k.py) | SimSiam 论文设置 | 68.20 |
| | [simsiam_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k.py) | SimSiam 论文设置 | 69.80 |
| SwAV | [swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96.py) | SwAV 论文设置 | 70.55 |
Bump version to v0.6.0 (#199) * [Feature] Add MoCo v3 (#194) * [Feature] add position embedding function * [Fature] modify nonlinear neck for vit backbone * [Feature] add mocov3 head * [Feature] modify cls_head for vit backbone * [Feature] add ViT backbone * [Feature] add mocov3 algorithm * [Docs] revise BYOL hook docstring * [Feature] add mocov3 vit small config files * [Feature] add mocov3 vit small linear eval config files * [Fix] solve conflict * [Fix] add mmcls * [Fix] fix docstring format * [Fix] fix isort * [Fix] add mmcls to runtime requirements * [Feature] remove duplicated codes * [Feature] add mocov3 related unit test * [Feature] revise position embedding function * [Feature] add UT codes * [Docs] add README.md * [Docs] add model links and results to model zoo * [Docs] fix model links * [Docs] add metafile * [Docs] modify install.md and add mmcls requirements * [Docs] modify description * [Fix] using specific arch name `mocov3-small` rather than general arch name `small` * [Fix] add mmcls * [Fix] fix arch name * [Feature] change name to `MoCoV3` * [Fix] fix unit test bug * [Feature] change `BYOLHook` name to `MomentumUpdateHook` * [Feature] change name to MoCoV3 * [Docs] modify description Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com> * [Docs] update model zoo results (#195) * Bump version to v0.6.0 (#198) * [Docs] update model zoo results * Bump version to v0.6.0 Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com>
2022-02-02 11:16:06 +08:00
| MoCo v3 | [mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov3/mocov3_vit-small-p16_32xb128-fp16-coslr-300e_in1k-224.py) | MoCo v3 论文设置 | 73.07 |
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
### COCO17 目标检测
在 COCO17 数据集的目标检测任务中，我们选用 [MoCo](http://openaccess.thecvf.com/content_CVPR_2020/papers/He_Momentum_Contrast_for_Unsupervised_Visual_Representation_Learning_CVPR_2020_paper.pdf) 的评估设置，基于 Mask-RCNN 网络架构，下列结果通过同样的 [配置文件](https://github.com/open-mmlab/mmselfsup/blob/master/configs/benchmarks/mmdetection/coco/mask_rcnn_r50_fpn_mstrain_1x_coco.py) 训练得到。
| 算法 | 配置文件 | mAP (Box) | mAP (Mask) |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| ------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | --------- | ---------- |
| BYOL | [byol_resnet50_8xb32-accum16-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k.py) | 40.9 | 36.8 |
| DenseCL | [densecl_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k.py) | | |
[Docs] update algorithm README with the new format (#177) * [Docs] seperate mocov1 and mocov2 configs, readme and metafile * [Docs] update model link in metafile * [Docs] update algorithm readme with new format * [Docs] update width of pictures * [Docs] update 'moco' related directory * [Docs] fix lint
2022-01-18 11:18:51 +08:00
| MoCo v2 | [mocov2_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov2/mocov2_resnet50_8xb32-coslr-200e_in1k.py) | 40.2 | 36.1 |
Bump version to v0.6.0 (#199) * [Feature] Add MoCo v3 (#194) * [Feature] add position embedding function * [Fature] modify nonlinear neck for vit backbone * [Feature] add mocov3 head * [Feature] modify cls_head for vit backbone * [Feature] add ViT backbone * [Feature] add mocov3 algorithm * [Docs] revise BYOL hook docstring * [Feature] add mocov3 vit small config files * [Feature] add mocov3 vit small linear eval config files * [Fix] solve conflict * [Fix] add mmcls * [Fix] fix docstring format * [Fix] fix isort * [Fix] add mmcls to runtime requirements * [Feature] remove duplicated codes * [Feature] add mocov3 related unit test * [Feature] revise position embedding function * [Feature] add UT codes * [Docs] add README.md * [Docs] add model links and results to model zoo * [Docs] fix model links * [Docs] add metafile * [Docs] modify install.md and add mmcls requirements * [Docs] modify description * [Fix] using specific arch name `mocov3-small` rather than general arch name `small` * [Fix] add mmcls * [Fix] fix arch name * [Feature] change name to `MoCoV3` * [Fix] fix unit test bug * [Feature] change `BYOLHook` name to `MomentumUpdateHook` * [Feature] change name to MoCoV3 * [Docs] modify description Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com> * [Docs] update model zoo results (#195) * Bump version to v0.6.0 (#198) * [Docs] update model zoo results * Bump version to v0.6.0 Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com>
2022-02-02 11:16:06 +08:00
| NPID | [npid_resnet50_8xb32-steplr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k.py) | 38.5 | 34.6 |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| Relative Location | [relative-loc_resnet50_8xb64-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k.py) | 37.5 | 33.7 |
| Rotation Prediction | [rotation-pred_resnet50_8xb16-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k.py) | 37.9 | 34.2 |
| SimCLR | [simclr_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simclr/simclr_resnet50_8xb32-coslr-200e_in1k.py) | 38.7 | 34.9 |
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| SimSiam | [simsiam_resnet50_8xb32-coslr-100e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k.py) | 38.6 | 34.6 |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| | [simsiam_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k.py) | 38.8 | 34.9 |
| SwAV | [swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96.py) | 40.2 | 36.3 |
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
### Pascal VOC12 Aug 分割
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
Bump version to v0.6.0 (#199) * [Feature] Add MoCo v3 (#194) * [Feature] add position embedding function * [Fature] modify nonlinear neck for vit backbone * [Feature] add mocov3 head * [Feature] modify cls_head for vit backbone * [Feature] add ViT backbone * [Feature] add mocov3 algorithm * [Docs] revise BYOL hook docstring * [Feature] add mocov3 vit small config files * [Feature] add mocov3 vit small linear eval config files * [Fix] solve conflict * [Fix] add mmcls * [Fix] fix docstring format * [Fix] fix isort * [Fix] add mmcls to runtime requirements * [Feature] remove duplicated codes * [Feature] add mocov3 related unit test * [Feature] revise position embedding function * [Feature] add UT codes * [Docs] add README.md * [Docs] add model links and results to model zoo * [Docs] fix model links * [Docs] add metafile * [Docs] modify install.md and add mmcls requirements * [Docs] modify description * [Fix] using specific arch name `mocov3-small` rather than general arch name `small` * [Fix] add mmcls * [Fix] fix arch name * [Feature] change name to `MoCoV3` * [Fix] fix unit test bug * [Feature] change `BYOLHook` name to `MomentumUpdateHook` * [Feature] change name to MoCoV3 * [Docs] modify description Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com> * [Docs] update model zoo results (#195) * Bump version to v0.6.0 (#198) * [Docs] update model zoo results * Bump version to v0.6.0 Co-authored-by: fangyixiao18 <fangyx18@hotmail.com> Co-authored-by: Yixiao Fang <36138628+fangyixiao18@users.noreply.github.com>
2022-02-02 11:16:06 +08:00
在 Pascal VOC12 Aug 分割任务中，我们选用 [MMSeg](https://github.com/open-mmlab/mmsegmentation) 的评估设置, 基于 FCN 网络架构, 下列结果通过同样的 [配置文件](https://github.com/open-mmlab/mmselfsup/blob/master/configs/benchmarks/mmsegmentation/voc12aug/fcn_r50-d8_512x512_20k_voc12aug.py) 训练得到。
[Feature]: Add docs and docker
2021-12-15 19:06:36 +08:00
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| 算法 | 配置文件 | mIOU |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| ------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ----- |
| BYOL | [byol_resnet50_8xb32-accum16-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/byol/byol_resnet50_8xb32-accum16-coslr-200e_in1k.py) | 67.16 |
| DenseCL | [densecl_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/densecl/densecl_resnet50_8xb32-coslr-200e_in1k.py) | 69.47 |
[Docs] update algorithm README with the new format (#177) * [Docs] seperate mocov1 and mocov2 configs, readme and metafile * [Docs] update model link in metafile * [Docs] update algorithm readme with new format * [Docs] update width of pictures * [Docs] update 'moco' related directory * [Docs] fix lint
2022-01-18 11:18:51 +08:00
| MoCo v2 | [mocov2_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/mocov2/mocov2_resnet50_8xb32-coslr-200e_in1k.py) | 67.55 |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| NPID | [npid_resnet50_8xb32-steplr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/npid/npid_resnet50_8xb32-steplr-200e_in1k.py) | 65.45 |
| Relative Location | [relative-loc_resnet50_8xb64-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/relative_loc/relative-loc_resnet50_8xb64-steplr-70e_in1k.py) | 63.49 |
| Rotation Prediction | [rotation-pred_resnet50_8xb16-steplr-70e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/rotation_pred/rotation-pred_resnet50_8xb16-steplr-70e_in1k.py) | 64.31 |
| SimCLR | [simclr_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simclr/simclr_resnet50_8xb32-coslr-200e_in1k.py) | 64.03 |
[Docs] update README and model_zoo.md (#165) * [Docs] update README * [Docs] add simsiam logs * [Docs] add chinese version of model_zoo.md * [Docs] fix typo * [Benchmark] update SimSiam 100 epoch benchmark results * [Benchmark] update simsiam 100 epoch seg results
2022-01-10 16:40:47 +08:00
| SimSiam | [simsiam_resnet50_8xb32-coslr-100e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-100e_in1k.py) | 48.35 |
[Fix] fix links in .md files (#155)
2021-12-22 14:20:36 +08:00
| | [simsiam_resnet50_8xb32-coslr-200e_in1k](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/simsiam/simsiam_resnet50_8xb32-coslr-200e_in1k.py) | 46.27 |
| SwAV | [swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96](https://github.com/open-mmlab/mmselfsup/blob/master/configs/selfsup/swav/swav_resnet50_8xb32-mcrop-2-6-coslr-200e_in1k-224-96.py) | 63.73 |