ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction

Benchmark Model Rank Results
semi-supervised-semantic-segmentation-on-pascal-voc-2012-183-labeledConformalSAM–Validation mIoU: 82.22
semi-supervised-semantic-segmentation-on-pascal-voc-2012-183-labeledConformalSAM(AllSpark)–Validation mIoU: 81.29
semi-supervised-semantic-segmentation-on-pascal-voc-2012-366-labeledConformalSAM–Validation mIoU: 81.84
semi-supervised-semantic-segmentation-on-pascal-voc-2012-366-labeledConformalSAM(AllSpark)–Validation mIoU: 81.33
semi-supervised-semantic-segmentation-on-pascal-voc-2012-732-labeledConformalSAM–Validation mIoU: 83.52
semi-supervised-semantic-segmentation-on-pascal-voc-2012-732-labeledConformalSAM(AllSpark)–Validation mIoU: 82.69
semi-supervised-semantic-segmentation-on-pascal-voc-2012-92-labeledConformalSAM–Validation mIoU: 81.21
semi-supervised-semantic-segmentation-on-pascal-voc-2012-92-labeledConformalSAM(AllSpark)–Validation mIoU: 80.69