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SotA/Computer Vision/Referring Expression Segmentation/gRefCOCO

Referring Expression Segmentation on gRefCOCO

Metric: gIoU (higher is better)

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#Model↕gIoU▼Extra DataPaperDate↕Code
1DeRIS-L77.67NoDeRIS: Decoupling Perception and Cognition for E...2025-07-02Code
2GSVA-Llama2-13B70.04YesGSVA: Generalized Segmentation via Multimodal La...2023-12-15Code
3MABP68.79NoBring Adaptive Binding Prototypes to Generalized...2024-05-24Code
4HDC68.28NoCoHD: A Counting-Aware Hierarchical Decoding Fra...2024-05-24Code
5GSVA-Vicuna-13B-v1.168.01YesGSVA: Generalized Segmentation via Multimodal La...2023-12-15Code
6GROUNDHOG66.7YesGROUNDHOG: Grounding Large Language Models to Ho...2024-02-26-
7GSVA-Vicuna-7B-v1.166.47YesGSVA: Generalized Segmentation via Multimodal La...2023-12-15Code
8ReLA63.6NoGRES: Generalized Referring Expression Segmentat...2023-06-01Code
9LAVT58.4NoLAVT: Language-Aware Vision Transformer for Refe...2021-12-04Code
10CRIS56.27NoCRIS: CLIP-Driven Referring Image Segmentation2021-11-30Code
11LTS52.7NoLocate then Segment: A Strong Pipeline for Refer...2021-03-30-
12VLT52NoVision-Language Transformer and Query Generation...2021-08-12Code
13MattNet48.24NoMAttNet: Modular Attention Network for Referring...2018-01-24Code