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- Collections:
- - Name: NonLocalNet
- Metadata:
- Training Data:
- - Cityscapes
- - ADE20K
- - Pascal VOC 2012 + Aug
- Paper:
- URL: https://arxiv.org/abs/1711.07971
- Title: Non-local Neural Networks
- README: configs/nonlocal_net/README.md
- Code:
- URL: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10
- Version: v0.17.0
- Converted From:
- Code: https://github.com/facebookresearch/video-nonlocal-net
- Models:
- - Name: nonlocal_r50-d8_512x1024_40k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,1024)
- lr schd: 40000
- inference time (ms/im):
- - value: 367.65
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,1024)
- Training Memory (GB): 7.4
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.24
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x1024_40k_cityscapes.py
- 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
- - Name: nonlocal_r101-d8_512x1024_40k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,1024)
- lr schd: 40000
- inference time (ms/im):
- - value: 512.82
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,1024)
- Training Memory (GB): 10.9
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.66
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x1024_40k_cityscapes.py
- 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
- - Name: nonlocal_r50-d8_769x769_40k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (769,769)
- lr schd: 40000
- inference time (ms/im):
- - value: 657.89
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (769,769)
- Training Memory (GB): 8.9
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.33
- mIoU(ms+flip): 79.92
- Config: configs/nonlocal_net/nonlocal_r50-d8_769x769_40k_cityscapes.py
- 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
- - Name: nonlocal_r101-d8_769x769_40k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (769,769)
- lr schd: 40000
- inference time (ms/im):
- - value: 952.38
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (769,769)
- Training Memory (GB): 12.8
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.57
- mIoU(ms+flip): 80.29
- Config: configs/nonlocal_net/nonlocal_r101-d8_769x769_40k_cityscapes.py
- 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
- - Name: nonlocal_r50-d8_512x1024_80k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,1024)
- lr schd: 80000
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.01
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x1024_80k_cityscapes.py
- 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
- - Name: nonlocal_r101-d8_512x1024_80k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,1024)
- lr schd: 80000
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 78.93
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x1024_80k_cityscapes.py
- 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
- - Name: nonlocal_r50-d8_769x769_80k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (769,769)
- lr schd: 80000
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 79.05
- mIoU(ms+flip): 80.68
- Config: configs/nonlocal_net/nonlocal_r50-d8_769x769_80k_cityscapes.py
- 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
- - Name: nonlocal_r101-d8_769x769_80k_cityscapes
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (769,769)
- lr schd: 80000
- Results:
- - Task: Semantic Segmentation
- Dataset: Cityscapes
- Metrics:
- mIoU: 79.4
- mIoU(ms+flip): 80.85
- Config: configs/nonlocal_net/nonlocal_r101-d8_769x769_80k_cityscapes.py
- 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
- - Name: nonlocal_r50-d8_512x512_80k_ade20k
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 46.79
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 9.1
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 40.75
- mIoU(ms+flip): 42.05
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x512_80k_ade20k.py
- 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
- - Name: nonlocal_r101-d8_512x512_80k_ade20k
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,512)
- lr schd: 80000
- inference time (ms/im):
- - value: 71.58
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 12.6
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 42.9
- mIoU(ms+flip): 44.27
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x512_80k_ade20k.py
- 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
- - Name: nonlocal_r50-d8_512x512_160k_ade20k
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,512)
- lr schd: 160000
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 42.03
- mIoU(ms+flip): 43.04
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x512_160k_ade20k.py
- 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
- - Name: nonlocal_r101-d8_512x512_160k_ade20k
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,512)
- lr schd: 160000
- Results:
- - Task: Semantic Segmentation
- Dataset: ADE20K
- Metrics:
- mIoU: 44.63
- mIoU(ms+flip): 45.79
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x512_160k_ade20k.py
- Weights: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_160k_ade20k/nonlocal_r101-d8_512x512_160k_ade20k_20210827_221502-7881aa1a.pth
- - Name: nonlocal_r50-d8_512x512_20k_voc12aug
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,512)
- lr schd: 20000
- inference time (ms/im):
- - value: 47.15
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 6.4
- Results:
- - Task: Semantic Segmentation
- Dataset: Pascal VOC 2012 + Aug
- Metrics:
- mIoU: 76.2
- mIoU(ms+flip): 77.12
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x512_20k_voc12aug.py
- 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
- - Name: nonlocal_r101-d8_512x512_20k_voc12aug
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,512)
- lr schd: 20000
- inference time (ms/im):
- - value: 71.38
- hardware: V100
- backend: PyTorch
- batch size: 1
- mode: FP32
- resolution: (512,512)
- Training Memory (GB): 9.8
- Results:
- - Task: Semantic Segmentation
- Dataset: Pascal VOC 2012 + Aug
- Metrics:
- mIoU: 78.15
- mIoU(ms+flip): 78.86
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x512_20k_voc12aug.py
- 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
- - Name: nonlocal_r50-d8_512x512_40k_voc12aug
- In Collection: NonLocalNet
- Metadata:
- backbone: R-50-D8
- crop size: (512,512)
- lr schd: 40000
- Results:
- - Task: Semantic Segmentation
- Dataset: Pascal VOC 2012 + Aug
- Metrics:
- mIoU: 76.65
- mIoU(ms+flip): 77.47
- Config: configs/nonlocal_net/nonlocal_r50-d8_512x512_40k_voc12aug.py
- 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
- - Name: nonlocal_r101-d8_512x512_40k_voc12aug
- In Collection: NonLocalNet
- Metadata:
- backbone: R-101-D8
- crop size: (512,512)
- lr schd: 40000
- Results:
- - Task: Semantic Segmentation
- Dataset: Pascal VOC 2012 + Aug
- Metrics:
- mIoU: 78.27
- mIoU(ms+flip): 79.12
- Config: configs/nonlocal_net/nonlocal_r101-d8_512x512_40k_voc12aug.py
- 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
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