Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model

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Benchmark Model Rank Results
semi-supervised-semantic-segmentation-on-10SemiOVS (w/ SemiVL, ViT-B/16)#2Validation mIoU: 88.0
semi-supervised-semantic-segmentation-on-10SemiOVS (w/ UniMatch, ResNet-101)#7Validation mIoU: 81.8
semi-supervised-semantic-segmentation-on-21SemiOVS (w/ PrevMatch, ResNet-101)#1Validation mIoU: 82.0
semi-supervised-semantic-segmentation-on-21SemiOVS (w/ UniMatch, ResNet-101)#3Validation mIoU: 81.5
semi-supervised-semantic-segmentation-on-27SemiOVS (w/ SemiVL, ViT-B/16)#1Validation mIoU: 87.0
semi-supervised-semantic-segmentation-on-27SemiOVS (w/ UniMatch, ResNet-101)#4Validation mIoU: 80.4
semi-supervised-semantic-segmentation-on-27SemiOVS (w/ UniMatch, ResNet-50)#5Validation mIoU: 78.2
semi-supervised-semantic-segmentation-on-28SemiOVS (w/ SemiVL, ViT-B/16)#2Validation mIoU: 87.3
semi-supervised-semantic-segmentation-on-28SemiOVS (w/ UniMatch, ResNet-101)#4Validation mIoU: 81.3
semi-supervised-semantic-segmentation-on-28SemiOVS (w/ UniMatch, ResNet-50)#6Validation mIoU: 78.7
semi-supervised-semantic-segmentation-on-29SemiOVS (w/ SemiVL, ViT-B/16)#2Validation mIoU: 87.5
semi-supervised-semantic-segmentation-on-29SemiOVS (w/ UniMatch, ResNet-101)#5Validation mIoU: 81.6
semi-supervised-semantic-segmentation-on-30SemiOVS (w/ SemiVL, ViT-B/16)#2Validation mIoU: 87.9
semi-supervised-semantic-segmentation-on-30SemiOVS (w/ UniMatch, ResNet-101)#5Validation mIoU: 81.7
semi-supervised-semantic-segmentation-on-4SemiOVS (w/ UniMatch, ResNet-101)#1Validation mIoU: 82.4
semi-supervised-semantic-segmentation-on-4SemiOVS (w/ PrevMatch, ResNet-101)#2Validation mIoU: 82.3
semi-supervised-semantic-segmentation-on-9SemiOVS (w/ PrevMatch, ResNet-101)#1Validation mIoU: 81.3
semi-supervised-semantic-segmentation-on-9SemiOVS (w/ UniMatch, ResNet-101)#3Validation mIoU: 81.0

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