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Collections: |
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- Name: PointRend |
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License: Apache License 2.0 |
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Metadata: |
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Training Data: |
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- Cityscapes |
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- ADE20K |
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Paper: |
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Title: 'PointRend: Image Segmentation as Rendering' |
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URL: https://arxiv.org/abs/1912.08193 |
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README: configs/point_rend/README.md |
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Frameworks: |
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- PyTorch |
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Models: |
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- Name: pointrend_r50_4xb2-80k_cityscapes-512x1024 |
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In Collection: PointRend |
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Results: |
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Task: Semantic Segmentation |
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Dataset: Cityscapes |
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Metrics: |
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mIoU: 76.47 |
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mIoU(ms+flip): 78.13 |
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Config: configs/point_rend/pointrend_r50_4xb2-80k_cityscapes-512x1024.py |
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Metadata: |
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Training Data: Cityscapes |
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Batch Size: 8 |
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Architecture: |
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- R-50 |
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- PointRend |
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Training Resources: 4x V100 GPUS |
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Memory (GB): 3.1 |
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r50_512x1024_80k_cityscapes/pointrend_r50_512x1024_80k_cityscapes_20200711_015821-bb1ff523.pth |
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r50_512x1024_80k_cityscapes/pointrend_r50_512x1024_80k_cityscapes-20200715_214714.log.json |
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Paper: |
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Title: 'PointRend: Image Segmentation as Rendering' |
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URL: https://arxiv.org/abs/1912.08193 |
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/point_head.py#L36 |
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Framework: PyTorch |
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- Name: pointrend_r101_4xb2-80k_cityscapes-512x1024 |
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In Collection: PointRend |
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Results: |
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Task: Semantic Segmentation |
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Dataset: Cityscapes |
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Metrics: |
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mIoU: 78.3 |
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mIoU(ms+flip): 79.97 |
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Config: configs/point_rend/pointrend_r101_4xb2-80k_cityscapes-512x1024.py |
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Metadata: |
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Training Data: Cityscapes |
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Batch Size: 8 |
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Architecture: |
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- R-101 |
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- PointRend |
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Training Resources: 4x V100 GPUS |
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Memory (GB): 4.2 |
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r101_512x1024_80k_cityscapes/pointrend_r101_512x1024_80k_cityscapes_20200711_170850-d0ca84be.pth |
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r101_512x1024_80k_cityscapes/pointrend_r101_512x1024_80k_cityscapes-20200715_214824.log.json |
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Paper: |
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Title: 'PointRend: Image Segmentation as Rendering' |
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URL: https://arxiv.org/abs/1912.08193 |
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/point_head.py#L36 |
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Framework: PyTorch |
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- Name: pointrend_r50_4xb4-160k_ade20k-512x512 |
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In Collection: PointRend |
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Results: |
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Task: Semantic Segmentation |
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Dataset: ADE20K |
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Metrics: |
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mIoU: 37.64 |
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mIoU(ms+flip): 39.17 |
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Config: configs/point_rend/pointrend_r50_4xb4-160k_ade20k-512x512.py |
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Metadata: |
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Training Data: ADE20K |
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Batch Size: 16 |
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Architecture: |
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- R-50 |
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- PointRend |
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Training Resources: 4x V100 GPUS |
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Memory (GB): 5.1 |
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r50_512x512_160k_ade20k/pointrend_r50_512x512_160k_ade20k_20200807_232644-ac3febf2.pth |
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r50_512x512_160k_ade20k/pointrend_r50_512x512_160k_ade20k-20200807_232644.log.json |
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Paper: |
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Title: 'PointRend: Image Segmentation as Rendering' |
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URL: https://arxiv.org/abs/1912.08193 |
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/point_head.py#L36 |
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Framework: PyTorch |
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- Name: pointrend_r101_4xb4-160k_ade20k-512x512 |
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In Collection: PointRend |
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Results: |
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Task: Semantic Segmentation |
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Dataset: ADE20K |
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Metrics: |
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mIoU: 40.02 |
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mIoU(ms+flip): 41.6 |
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Config: configs/point_rend/pointrend_r101_4xb4-160k_ade20k-512x512.py |
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Metadata: |
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Training Data: ADE20K |
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Batch Size: 16 |
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Architecture: |
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- R-101 |
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- PointRend |
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Training Resources: 4x V100 GPUS |
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Memory (GB): 6.1 |
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Weights: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r101_512x512_160k_ade20k/pointrend_r101_512x512_160k_ade20k_20200808_030852-8834902a.pth |
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Training log: https://download.openmmlab.com/mmsegmentation/v0.5/point_rend/pointrend_r101_512x512_160k_ade20k/pointrend_r101_512x512_160k_ade20k-20200808_030852.log.json |
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Paper: |
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Title: 'PointRend: Image Segmentation as Rendering' |
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URL: https://arxiv.org/abs/1912.08193 |
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Code: https://github.com/open-mmlab/mmsegmentation/blob/v0.17.0/mmseg/models/decode_heads/point_head.py#L36 |
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Framework: PyTorch |
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