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Models/CPS (DeepLab v3+ with ResNet-101)

CPS (DeepLab v3+ with ResNet-101)

Reported on 10 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical5 results

Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2021-06-02
64.1
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
Semantic SegmentationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2021-06-02
75.9
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
Semantic SegmentationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2021-06-02
71.7
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
Semantic SegmentationonCityscapes 6.25% labeled
Validation mIoU· 2021-06-02
69.8
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2021-06-02
67.4
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226

Audio5 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· 2021-06-02
64.1
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
10-shot image generationonPASCAL VOC 2012 732 labeled
Validation mIoU· 2021-06-02
75.9
best: 90 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
10-shot image generationonPASCAL VOC 2012 366 labeled
Validation mIoU· 2021-06-02
71.7
best: 88.9 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
10-shot image generationonCityscapes 6.25% labeled
Validation mIoU· 2021-06-02
69.8
best: 83.6 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· 2021-06-02
67.4
best: 87.9 (UniMatch V2 (DINOv2-B))
SOTA
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision arXiv:2106.01226