Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/UniMatch V2

UniMatch V2

Reported on 26 benchmarks across 3 tasks · 1 paper · 22 SOTA

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

Computer Vision12 results

Change DetectiononWHU - 20% labeled data
IoU· 2024-10-14
87.9
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononWHU - 20% labeled data
OA· 2024-10-14
99.5
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononWHU - 40% labeled data
IoU· 2024-10-14
88.6
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononWHU - 40% labeled data
OA· 2024-10-14
99.52
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 10% labeled data
IoU· 2024-10-14
83.8
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 10% labeled data
OA· 2024-10-14
99.11
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 5% labeled data
IoU· 2024-10-14
83.3
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 5% labeled data
OA· 2024-10-14
99.08
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 20% labeled data
IoU· 2024-10-14
84.3
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 20% labeled data
OA· 2024-10-14
99.14
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 40% labeled data
IoU· 2024-10-14
84.3
best: 84.62 (C2F-SemiCD)
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Change DetectiononLEVIR-CD - 40% labeled data
OA· 2024-10-14
99.14
best: 99.17 (C2F-SemiCD)
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777

Medical7 results

Semantic SegmentationonCOCO 1/256 labeled
Validation mIoU· 2024-10-14
55.8
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonADE20K 1/16 labeled
Validation mIoU· 2024-10-14
46.7
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonADE20K 1/32 labeled
Validation mIoU· 2024-10-14
45
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonCOCO 1/128 labeled
Validation mIoU· 2024-10-14
58.7
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonCOCO 1/64 labeled
Validation mIoU· 2024-10-14
60.4
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonCOCO 1/32 labeled
Validation mIoU· 2024-10-14
63.3
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
Semantic SegmentationonCOCO 1/512 labeled
Validation mIoU· 2024-10-14
47.9
best: 50.1 (SemiVL)
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777

Audio7 results

10-shot image generationonCOCO 1/256 labeled
Validation mIoU· 2024-10-14
55.8
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonADE20K 1/16 labeled
Validation mIoU· 2024-10-14
46.7
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonADE20K 1/32 labeled
Validation mIoU· 2024-10-14
45
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonCOCO 1/128 labeled
Validation mIoU· 2024-10-14
58.7
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonCOCO 1/64 labeled
Validation mIoU· 2024-10-14
60.4
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonCOCO 1/32 labeled
Validation mIoU· 2024-10-14
63.3
SOTA
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777
10-shot image generationonCOCO 1/512 labeled
Validation mIoU· 2024-10-14
47.9
best: 50.1 (SemiVL)
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation arXiv:2410.10777