OpenCodePapers

referring-expression-segmentation-on-refcocog-1

Referring Expression Segmentation
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PaperCodeOverall IoUMean IoUmIoUModelNameReleaseDate
Universal Segmentation at Arbitrary Granularity with Language Instruction✓ Link80.54UniLSeg-1002023-12-04
Multi-label Cluster Discrimination for Visual Representation Learning✓ Link80.5MLCD-Seg-7B2024-07-24
Universal Segmentation at Arbitrary Granularity with Language Instruction✓ Link79.47UniLSeg-202023-12-04
HyperSeg: Towards Universal Visual Segmentation with Large Language Model✓ Link78.9HyperSeg2024-11-26
EVF-SAM: Early Vision-Language Fusion for Text-Prompted Segment Anything Model✓ Link78.3EVF-SAM2024-06-28
Multi-task Visual Grounding with Coarse-to-Fine Consistency Constraints✓ Link76.39C3VG2025-01-12
Densely Connected Parameter-Efficient Tuning for Referring Image Segmentation✓ Link75.3DETRIS2025-01-15
GROUNDHOG: Grounding Large Language Models to Holistic Segmentation74.6GROUNDHOG2024-02-26
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation✓ Link71.09MaskRIS (Swin-B, combined DB)2024-11-28
SafaRi:Adaptive Sequence Transformer for Weakly Supervised Referring Expression Segmentation71.06SafaRi-B2024-07-02
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation✓ Link70.1971.17PolyFormer-L2023-02-14
PolyFormer: Referring Image Segmentation as Sequential Polygon Generation✓ Link69.0569.88PolyFormer-B2023-02-14
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation✓ Link66.569.42MaskRIS (Swin-B)2024-11-28
Mask Grounding for Referring Image Segmentation✓ Link66.03MagNet2023-12-19
LAVT: Language-Aware Vision Transformer for Referring Image Segmentation✓ Link62.09LAVT (Swin-B)2021-12-04
Vision-Language Transformer and Query Generation for Referring Segmentation✓ Link56.65VLT (Darknet53)2021-08-12
DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy✓ Link81.32DeRIS-L2025-07-02
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding✓ Link70.58VATEX2024-04-12
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