126 lines
4.0 KiB
YAML
126 lines
4.0 KiB
YAML
Collections:
|
|
- Name: Segmenter
|
|
Metadata:
|
|
Training Data:
|
|
- ADE20K
|
|
Paper:
|
|
URL: https://arxiv.org/abs/2105.05633
|
|
Title: 'Segmenter: Transformer for Semantic Segmentation'
|
|
README: configs/segmenter/README.md
|
|
Code:
|
|
URL: https://github.com/open-mmlab/mmsegmentation/blob/v0.21.0/mmseg/models/decode_heads/segmenter_mask_head.py#L15
|
|
Version: v0.21.0
|
|
Converted From:
|
|
Code: https://github.com/rstrudel/segmenter
|
|
Models:
|
|
- Name: segmenter_vit-t_mask_8x1_512x512_160k_ade20k
|
|
In Collection: Segmenter
|
|
Metadata:
|
|
backbone: ViT-T_16
|
|
crop size: (512,512)
|
|
lr schd: 160000
|
|
inference time (ms/im):
|
|
- value: 35.74
|
|
hardware: V100
|
|
backend: PyTorch
|
|
batch size: 1
|
|
mode: FP32
|
|
resolution: (512,512)
|
|
Training Memory (GB): 1.21
|
|
Results:
|
|
- Task: Semantic Segmentation
|
|
Dataset: ADE20K
|
|
Metrics:
|
|
mIoU: 39.99
|
|
mIoU(ms+flip): 40.83
|
|
Config: configs/segmenter/segmenter_vit-t_mask_8x1_512x512_160k_ade20k.py
|
|
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/segmenter/segmenter_vit-t_mask_8x1_512x512_160k_ade20k/segmenter_vit-t_mask_8x1_512x512_160k_ade20k_20220105_151706-ffcf7509.pth
|
|
- Name: segmenter_vit-s_linear_8x1_512x512_160k_ade20k
|
|
In Collection: Segmenter
|
|
Metadata:
|
|
backbone: ViT-S_16
|
|
crop size: (512,512)
|
|
lr schd: 160000
|
|
inference time (ms/im):
|
|
- value: 35.63
|
|
hardware: V100
|
|
backend: PyTorch
|
|
batch size: 1
|
|
mode: FP32
|
|
resolution: (512,512)
|
|
Training Memory (GB): 1.78
|
|
Results:
|
|
- Task: Semantic Segmentation
|
|
Dataset: ADE20K
|
|
Metrics:
|
|
mIoU: 45.75
|
|
mIoU(ms+flip): 46.82
|
|
Config: configs/segmenter/segmenter_vit-s_linear_8x1_512x512_160k_ade20k.py
|
|
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/segmenter/segmenter_vit-s_linear_8x1_512x512_160k_ade20k/segmenter_vit-s_linear_8x1_512x512_160k_ade20k_20220105_151713-39658c46.pth
|
|
- Name: segmenter_vit-s_mask_8x1_512x512_160k_ade20k
|
|
In Collection: Segmenter
|
|
Metadata:
|
|
backbone: ViT-S_16
|
|
crop size: (512,512)
|
|
lr schd: 160000
|
|
inference time (ms/im):
|
|
- value: 40.32
|
|
hardware: V100
|
|
backend: PyTorch
|
|
batch size: 1
|
|
mode: FP32
|
|
resolution: (512,512)
|
|
Training Memory (GB): 2.03
|
|
Results:
|
|
- Task: Semantic Segmentation
|
|
Dataset: ADE20K
|
|
Metrics:
|
|
mIoU: 46.19
|
|
mIoU(ms+flip): 47.85
|
|
Config: configs/segmenter/segmenter_vit-s_mask_8x1_512x512_160k_ade20k.py
|
|
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/segmenter/segmenter_vit-s_mask_8x1_512x512_160k_ade20k/segmenter_vit-s_mask_8x1_512x512_160k_ade20k_20220105_151706-511bb103.pth
|
|
- Name: segmenter_vit-b_mask_8x1_512x512_160k_ade20k
|
|
In Collection: Segmenter
|
|
Metadata:
|
|
backbone: ViT-B_16
|
|
crop size: (512,512)
|
|
lr schd: 160000
|
|
inference time (ms/im):
|
|
- value: 75.76
|
|
hardware: V100
|
|
backend: PyTorch
|
|
batch size: 1
|
|
mode: FP32
|
|
resolution: (512,512)
|
|
Training Memory (GB): 4.2
|
|
Results:
|
|
- Task: Semantic Segmentation
|
|
Dataset: ADE20K
|
|
Metrics:
|
|
mIoU: 49.6
|
|
mIoU(ms+flip): 51.07
|
|
Config: configs/segmenter/segmenter_vit-b_mask_8x1_512x512_160k_ade20k.py
|
|
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/segmenter/segmenter_vit-b_mask_8x1_512x512_160k_ade20k/segmenter_vit-b_mask_8x1_512x512_160k_ade20k_20220105_151706-bc533b08.pth
|
|
- Name: segmenter_vit-l_mask_8x1_640x640_160k_ade20k
|
|
In Collection: Segmenter
|
|
Metadata:
|
|
backbone: ViT-L_16
|
|
crop size: (640,640)
|
|
lr schd: 160000
|
|
inference time (ms/im):
|
|
- value: 330.03
|
|
hardware: V100
|
|
backend: PyTorch
|
|
batch size: 1
|
|
mode: FP32
|
|
resolution: (640,640)
|
|
Training Memory (GB): 16.99
|
|
Results:
|
|
- Task: Semantic Segmentation
|
|
Dataset: ADE20K
|
|
Metrics:
|
|
mIoU: 51.65
|
|
mIoU(ms+flip): 53.58
|
|
Config: configs/segmenter/segmenter_vit-l_mask_8x1_640x640_160k_ade20k.py
|
|
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/segmenter/segmenter_vit-l_mask_8x1_640x640_160k_ade20k/segmenter_vit-l_mask_8x1_640x640_160k_ade20k_20220614_024513-4783a347.pth
|