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SotA/Computer Vision/Instance Segmentation/RefCOCO testA

Instance Segmentation on RefCOCO testA

Metric: Overall IoU (higher is better)

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#Model↕Overall IoU▼Extra DataPaperDate↕Code
1DeRIS-L86.49NoDeRIS: Decoupling Perception and Cognition for E...2025-07-02Code
2HyperSeg85.7YesHyperSeg: Towards Universal Visual Segmentation ...2024-11-26Code
3MLCD-Seg-7B85.3YesMulti-label Cluster Discrimination for Visual Re...2024-07-24Code
4EVF-SAM84.2YesEVF-SAM: Early Vision-Language Fusion for Text-P...2024-06-28Code
5C3VG83.18NoMulti-task Visual Grounding with Coarse-to-Fine ...2025-01-12Code
6DETRIS81.9NoDensely Connected Parameter-Efficient Tuning for...2025-01-15Code
7MaskRIS (Swin-B, combined DB)80.64NoMaskRIS: Semantic Distortion-aware Data Augmenta...2024-11-28Code
8MaskRIS (Swin-B)78.96NoMaskRIS: Semantic Distortion-aware Data Augmenta...2024-11-28Code
9EVP78.75NoEVP: Enhanced Visual Perception using Inverse Mu...2023-12-13Code
10MagNet78.24NoMask Grounding for Referring Image Segmentation2023-12-19Code
11SafaRi77.83NoSafaRi:Adaptive Sequence Transformer for Weakly ...2024-07-02-
12SeqTR69.79NoSeqTR: A Simple yet Universal Network for Visual...2022-03-30Code