OpenCodePapers

referring-expression-segmentation-on-refcoco-8

Referring Expression Segmentation
Dataset Link
Results over time
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Leaderboard
PaperCodeOverall IoUmIoUMean IoUModelNameReleaseDate
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy✓ Link86.4986.64DeRIS-L2025-07-02
HyperSeg: Towards Universal Visual Segmentation with Large Language Model✓ Link85.7HyperSeg2024-11-26
Multi-label Cluster Discrimination for Visual Representation Learning✓ Link85.3MLCD-Seg-7B2024-07-24
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model✓ Link84.2EVF-SAM2024-06-28
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints✓ Link83.18C3VG2025-01-12
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation✓ Link81.9DETRIS2025-01-15
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation✓ Link80.64MaskRIS (Swin-B, combined DB)2024-11-28
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation✓ Link78.9680.24MaskRIS (Swin-B)2024-11-28
EVP: Enhanced Visual Perception using Inverse Multi-Attentive Feature Refinement and Regularized Image-Text Alignment✓ Link78.75EVP2023-12-13
Mask Grounding for Referring Image Segmentation✓ Link78.24MagNet2023-12-19
SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation77.83SafaRi2024-07-02
SeqTR: A Simple yet Universal Network for Visual Grounding✓ Link 69.79SeqTR2022-03-30
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding✓ Link79.64VATEX2024-04-12