DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy

Benchmark Model Rank Results
generalized-referring-expression-segmentationDeRIS-L#1gIoU: 77.67cIoU: 72.00
referring-expression-segmentation-on-refcocoDeRIS-L#1Overall IoU: 85.41Mean IoU: 85.72
referring-expression-segmentation-on-refcoco-3DeRIS-L#2Overall IoU: 79.01Mean IoU: 81.28
referring-expression-segmentation-on-refcoco-4DeRIS-L#3Overall IoU: 82.34Mean IoU: 83.74
referring-expression-segmentation-on-refcoco-5DeRIS-L#24Mean IoU: 78.59
referring-expression-segmentation-on-refcoco-8DeRIS-L#1Overall IoU: 86.49Mean IoU: 86.64
referring-expression-segmentation-on-refcoco-9DeRIS-L#2Overall IoU: 82.87Mean IoU: 84.52
referring-expression-segmentation-on-refcocogDeRIS-L#20Mean IoU: 80.01
referring-expression-segmentation-on-refcocog-1DeRIS-L#15Mean IoU: 81.32