SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance

Benchmark Model Rank Results
semi-supervised-semantic-segmentation-on-1SemiVL (ViT-B/16)#2Validation mIoU: 80.3%
semi-supervised-semantic-segmentation-on-10SemiVL (ViT-B/16#3Validation mIoU: 87.3
semi-supervised-semantic-segmentation-on-10UniMatch (ViT-B/16)#4Validation mIoU: 84.0
semi-supervised-semantic-segmentation-on-2SemiVL (ViT-B/16)#2Validation mIoU: 79.4%
semi-supervised-semantic-segmentation-on-22SemiVL (ViT-B/16)#2Validation mIoU: 77.9
semi-supervised-semantic-segmentation-on-27SemiVL (ViT-B/16)#3Validation mIoU: 84.0
semi-supervised-semantic-segmentation-on-27UniMatch (ViT-B/16)#6Validation mIoU: 77.9
semi-supervised-semantic-segmentation-on-28SemiVL (ViT-B/16)#3Validation mIoU: 85.6
semi-supervised-semantic-segmentation-on-28UniMatch (ViT-B/16)#5Validation mIoU: 80.1
semi-supervised-semantic-segmentation-on-29SemiVL (ViT-B/16)#3Validation mIoU: 86.0
semi-supervised-semantic-segmentation-on-29UniMatch (ViT-B/16)#4Validation mIoU: 82.0
semi-supervised-semantic-segmentation-on-3SemiVL (ViT-B/16)#1Validation mIoU: 76.2
semi-supervised-semantic-segmentation-on-30SemiVL (ViT-B/16)#3Validation mIoU: 86.7
semi-supervised-semantic-segmentation-on-30UniMatch (ViT-B/16)#4Validation mIoU: 83.3
semi-supervised-semantic-segmentation-on-41SemiVL#2Validation mIoU: 35.1
semi-supervised-semantic-segmentation-on-42SemiVL#2Validation mIoU: 37.2
semi-supervised-semantic-segmentation-on-8SemiVL (ViT-B/16)#3Validation mIoU: 80.6%
semi-supervised-semantic-segmentation-on-cocoSemiVL#1Validation mIoU: 50.1
semi-supervised-semantic-segmentation-on-coco-1SemiVL#2Validation mIoU: 52.8
semi-supervised-semantic-segmentation-on-coco-2SemiVL#2Validation mIoU: 53.6
semi-supervised-semantic-segmentation-on-coco-3SemiVL#2Validation mIoU: 55.4
semi-supervised-semantic-segmentation-on-coco-4SemiVL#2Validation mIoU: 56.5