Collections: - Name: NonLocalNet License: Apache License 2.0 Metadata: Training Data: - Cityscapes - ADE20K - Pascal VOC 2012 + Aug Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 README: configs/nonlocal_net/README.md Frameworks: - PyTorch Models: - Name: nonlocal_r50-d8_4xb2-40k_cityscapes-512x1024 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.24 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb2-40k_cityscapes-512x1024.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 7.4 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x1024_40k_cityscapes/nonlocal_r50-d8_512x1024_40k_cityscapes_20200605_210748.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb2-40k_cityscapes-512x1024 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.66 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb2-40k_cityscapes-512x1024.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 10.9 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x1024_40k_cityscapes/nonlocal_r101-d8_512x1024_40k_cityscapes_20200605_210748.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb2-40k_cityscapes-769x769 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.33 mIoU(ms+flip): 79.92 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb2-40k_cityscapes-769x769.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 8.9 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_769x769_40k_cityscapes/nonlocal_r50-d8_769x769_40k_cityscapes_20200530_045243.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb2-40k_cityscapes-769x769 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.57 mIoU(ms+flip): 80.29 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb2-40k_cityscapes-769x769.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 12.8 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_769x769_40k_cityscapes/nonlocal_r101-d8_769x769_40k_cityscapes_20200530_045348.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb2-80k_cityscapes-512x1024 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.01 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb2-80k_cityscapes-512x1024.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x1024_80k_cityscapes/nonlocal_r50-d8_512x1024_80k_cityscapes_20200607_193518.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb2-80k_cityscapes-512x1024 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 78.93 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb2-80k_cityscapes-512x1024.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x1024_80k_cityscapes/nonlocal_r101-d8_512x1024_80k_cityscapes_20200607_183411.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb2-80k_cityscapes-769x769 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 79.05 mIoU(ms+flip): 80.68 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb2-80k_cityscapes-769x769.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_769x769_80k_cityscapes/nonlocal_r50-d8_769x769_80k_cityscapes_20200607_193506.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb2-80k_cityscapes-769x769 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: Cityscapes Metrics: mIoU: 79.4 mIoU(ms+flip): 80.85 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb2-80k_cityscapes-769x769.py Metadata: Training Data: Cityscapes Batch Size: 8 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_769x769_80k_cityscapes/nonlocal_r101-d8_769x769_80k_cityscapes_20200607_183428.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb4-80k_ade20k-512x512 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: ADE20K Metrics: mIoU: 40.75 mIoU(ms+flip): 42.05 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb4-80k_ade20k-512x512.py Metadata: Training Data: ADE20K Batch Size: 16 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 9.1 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_80k_ade20k/nonlocal_r50-d8_512x512_80k_ade20k_20200615_015801.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb4-80k_ade20k-512x512 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: ADE20K Metrics: mIoU: 42.9 mIoU(ms+flip): 44.27 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb4-80k_ade20k-512x512.py Metadata: Training Data: ADE20K Batch Size: 16 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 12.6 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_80k_ade20k/nonlocal_r101-d8_512x512_80k_ade20k_20200615_015758.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb4-160k_ade20k-512x512 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: ADE20K Metrics: mIoU: 42.03 mIoU(ms+flip): 43.04 Config: configs/nonlocal_net/nonlocal_r50-d8_4xb4-160k_ade20k-512x512.py Metadata: Training Data: ADE20K Batch Size: 16 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_160k_ade20k/nonlocal_r50-d8_512x512_160k_ade20k_20200616_005410.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb4-160k_ade20k-512x512 In Collection: NonLocalNet Results: Task: Semantic Segmentation Dataset: ADE20K Metrics: mIoU: 44.63 mIoU(ms+flip): 45.79 Config: configs/nonlocal_net/nonlocal_r101-d8_4xb4-160k_ade20k-512x512.py Metadata: Training Data: ADE20K Batch Size: 16 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_160k_ade20k/nonlocal_r101-d8_512x512_160k_ade20k_20210827_221502.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb4-20k_voc12aug-512x512 In Collection: NonLocalNet 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_4xb4-20k_voc12aug-512x512.py Metadata: Training Data: Pascal VOC 2012 + Aug Batch Size: 16 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 6.4 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_20k_voc12aug/nonlocal_r50-d8_512x512_20k_voc12aug_20200617_222613.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb4-20k_voc12aug-512x512 In Collection: NonLocalNet 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_4xb4-20k_voc12aug-512x512.py Metadata: Training Data: Pascal VOC 2012 + Aug Batch Size: 16 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS Memory (GB): 9.8 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_20k_voc12aug/nonlocal_r101-d8_512x512_20k_voc12aug_20200617_222615.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r50-d8_4xb4-40k_voc12aug-512x512 In Collection: NonLocalNet 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_4xb4-40k_voc12aug-512x512.py Metadata: Training Data: Pascal VOC 2012 + Aug Batch Size: 16 Architecture: - R-50-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r50-d8_512x512_40k_voc12aug/nonlocal_r50-d8_512x512_40k_voc12aug_20200614_000028.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch - Name: nonlocal_r101-d8_4xb4-40k_voc12aug-512x512 In Collection: NonLocalNet 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_4xb4-40k_voc12aug-512x512.py Metadata: Training Data: Pascal VOC 2012 + Aug Batch Size: 16 Architecture: - R-101-D8 - NonLocalNet Training Resources: 4x V100 GPUS 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 Training log: https://download.openmmlab.com/mmsegmentation/v0.5/nonlocal_net/nonlocal_r101-d8_512x512_40k_voc12aug/nonlocal_r101-d8_512x512_40k_voc12aug_20200614_000028.log.json Paper: Title: Non-local Neural Networks URL: https://arxiv.org/abs/1711.07971 Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/nl_head.py#L10 Framework: PyTorch