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mmsegmentation/configs/nonlocal_net/metafile.yml

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Collections:
- Name: NonLocal
Metadata:
Training Data:
- Cityscapes
- Pascal VOC 2012 + Aug
- ADE20K
Models:
- Name: nonlocal_r50-d8_512x1024_40k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 367.65
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.24
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x1024_40k_cityscapes/nonlocal_r50-d8_512x1024_40k_cityscapes_20200605_210748-c75e81e3.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x1024_40k_cityscapes.py
- Name: nonlocal_r101-d8_512x1024_40k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 512.82
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.66
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x1024_40k_cityscapes/nonlocal_r101-d8_512x1024_40k_cityscapes_20200605_210748-d63729fa.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x1024_40k_cityscapes.py
- Name: nonlocal_r50-d8_769x769_40k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 657.89
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.33
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_769x769_40k_cityscapes/nonlocal_r50-d8_769x769_40k_cityscapes_20200530_045243-82ef6749.pth
Config: configs/nonlocal/nonlocal_r50-d8_769x769_40k_cityscapes.py
- Name: nonlocal_r101-d8_769x769_40k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 952.38
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.57
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_769x769_40k_cityscapes/nonlocal_r101-d8_769x769_40k_cityscapes_20200530_045348-8fe9a9dc.pth
Config: configs/nonlocal/nonlocal_r101-d8_769x769_40k_cityscapes.py
- Name: nonlocal_r50-d8_512x1024_80k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 367.65
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.01
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x1024_80k_cityscapes/nonlocal_r50-d8_512x1024_80k_cityscapes_20200607_193518-d6839fae.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x1024_80k_cityscapes.py
- Name: nonlocal_r101-d8_512x1024_80k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 512.82
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 78.93
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x1024_80k_cityscapes/nonlocal_r101-d8_512x1024_80k_cityscapes_20200607_183411-32700183.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x1024_80k_cityscapes.py
- Name: nonlocal_r50-d8_769x769_80k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 657.89
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 79.05
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_769x769_80k_cityscapes/nonlocal_r50-d8_769x769_80k_cityscapes_20200607_193506-1f9792f6.pth
Config: configs/nonlocal/nonlocal_r50-d8_769x769_80k_cityscapes.py
- Name: nonlocal_r101-d8_769x769_80k_cityscapes
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 952.38
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Cityscapes
Metrics:
mIoU: 79.40
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_769x769_80k_cityscapes/nonlocal_r101-d8_769x769_80k_cityscapes_20200607_183428-0e1fa4f9.pth
Config: configs/nonlocal/nonlocal_r101-d8_769x769_80k_cityscapes.py
- Name: nonlocal_r50-d8_512x512_80k_ade20k
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 46.79
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: ADE20K
Metrics:
mIoU: 40.75
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_80k_ade20k/nonlocal_r50-d8_512x512_80k_ade20k_20200615_015801-5ae0aa33.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x512_80k_ade20k.py
- Name: nonlocal_r101-d8_512x512_80k_ade20k
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 71.58
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: ADE20K
Metrics:
mIoU: 42.90
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_80k_ade20k/nonlocal_r101-d8_512x512_80k_ade20k_20200615_015758-24105919.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x512_80k_ade20k.py
- Name: nonlocal_r50-d8_512x512_160k_ade20k
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 46.79
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: ADE20K
Metrics:
mIoU: 42.03
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_160k_ade20k/nonlocal_r50-d8_512x512_160k_ade20k_20200616_005410-baef45e3.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x512_160k_ade20k.py
- Name: nonlocal_r101-d8_512x512_160k_ade20k
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 71.58
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: ADE20K
Metrics:
mIoU: 43.36
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_160k_ade20k/nonlocal_r101-d8_512x512_160k_ade20k_20200616_003422-affd0f8d.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x512_160k_ade20k.py
- Name: nonlocal_r50-d8_512x512_20k_voc12aug
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 47.15
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Pascal VOC 2012 + Aug
Metrics:
mIoU: 76.20
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_20k_voc12aug/nonlocal_r50-d8_512x512_20k_voc12aug_20200617_222613-07f2a57c.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x512_20k_voc12aug.py
- Name: nonlocal_r101-d8_512x512_20k_voc12aug
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 71.38
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Pascal VOC 2012 + Aug
Metrics:
mIoU: 78.15
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_20k_voc12aug/nonlocal_r101-d8_512x512_20k_voc12aug_20200617_222615-948c68ab.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x512_20k_voc12aug.py
- Name: nonlocal_r50-d8_512x512_40k_voc12aug
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 47.15
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Pascal VOC 2012 + Aug
Metrics:
mIoU: 76.65
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_40k_voc12aug/nonlocal_r50-d8_512x512_40k_voc12aug_20200614_000028-0139d4a9.pth
Config: configs/nonlocal/nonlocal_r50-d8_512x512_40k_voc12aug.py
- Name: nonlocal_r101-d8_512x512_40k_voc12aug
In Collection: NonLocal
Metadata:
inference time (ms/im):
- value: 71.38
hardware: V100
backend: PyTorch
batch size: 1
mode: FP32
Results:
- Task: Semantic Segmentation
Dataset: Pascal VOC 2012 + Aug
Metrics:
mIoU: 78.27
Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_40k_voc12aug/nonlocal_r101-d8_512x512_40k_voc12aug_20200614_000028-7e5ff470.pth
Config: configs/nonlocal/nonlocal_r101-d8_512x512_40k_voc12aug.py
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