SemiOVS (w/ UniMatch, ResNet-50)

Reported on 4 benchmarks across 2 tasks

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

Medical2 results

Semantic SegmentationonPASCAL VOC 2012 92 labeled
Validation mIoU· uses extra data
78.2
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
Semantic SegmentationonPASCAL VOC 2012 183 labeled
Validation mIoU· uses extra data
78.7
best: 87.9 (UniMatch V2 (DINOv2-B))

Audio2 results

10-shot image generationonPASCAL VOC 2012 92 labeled
Validation mIoU· uses extra data
78.2
best: 87 (SemiOVS (w/ SemiVL, ViT-B/16))
10-shot image generationonPASCAL VOC 2012 183 labeled
Validation mIoU· uses extra data
78.7
best: 87.9 (UniMatch V2 (DINOv2-B))