Instance Segmentation on RefCOCO+ testA

Metric: Overall IoU (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

#	Model↕	Overall IoU▼	Extra Data	Paper	Date↕	Code
1	HyperSeg	83.5	Yes	HyperSeg: Towards Universal Visual Segmentation ...	2024-11-26	Code
2	MLCD-Seg-7B	82.9	Yes	Multi-label Cluster Discrimination for Visual Re...	2024-07-24	Code
3	DeRIS-L	82.34	No	DeRIS: Decoupling Perception and Cognition for E...	2025-07-02	Code
4	EVF-SAM	80	Yes	EVF-SAM: Early Vision-Language Fusion for Text-P...	2024-06-28	Code
5	DETRIS	78.6	No	Densely Connected Parameter-Efficient Tuning for...	2025-01-15	Code
6	UniLSeg-100	78.29	Yes	Universal Segmentation at Arbitrary Granularity ...	2023-12-04	Code
7	C3VG	77.96	No	Multi-task Visual Grounding with Coarse-to-Fine ...	2025-01-12	Code
8	UniLSeg-20	77.02	Yes	Universal Segmentation at Arbitrary Granularity ...	2023-12-04	Code
9	UNINEXT-H	76.42	Yes	Universal Instance Perception as Object Discover...	2023-03-12	Code
10	MaskRIS (Swin-B, combined DB)	75.15	No	MaskRIS: Semantic Distortion-aware Data Augmenta...	2024-11-28	Code
11	GROUNDHOG	75	Yes	GROUNDHOG: Grounding Large Language Models to Ho...	2024-02-26	-
12	PolyFormer-L	74.56	Yes	PolyFormer: Referring Image Segmentation as Sequ...	2023-02-14	Code
13	SafaRi-B	74.53	No	SafaRi:Adaptive Sequence Transformer for Weakly ...	2024-07-02	-
14	MaskRIS (Swin-B)	74.46	No	MaskRIS: Semantic Distortion-aware Data Augmenta...	2024-11-28	Code
15	PolyFormer-B	72.89	Yes	PolyFormer: Referring Image Segmentation as Sequ...	2023-02-14	Code
16	MagNet	71.32	No	Mask Grounding for Referring Image Segmentation	2023-12-19	Code
17	ReLA	71.02	No	GRES: Generalized Referring Expression Segmentat...	2023-06-01	Code
18	VLT	68.43	No	VLT: Vision-Language Transformer and Query Gener...	2022-10-28	Code
19	LAVT	68.38	No	LAVT: Language-Aware Vision Transformer for Refe...	2021-12-04	Code
20	CRIS	68.08	No	CRIS: CLIP-Driven Referring Image Segmentation	2021-11-30	Code
21	MaIL	65.92	No	MaIL: A Unified Mask-Image-Language Trimodal Net...	2021-11-21	-
22	VLT	59.2	No	Vision-Language Transformer and Query Generation...	2021-08-12	Code
23	SHNet	58.46	No	Comprehensive Multi-Modal Interactions for Refer...	2021-04-21	Code
24	CPMC	53.44	No	Referring Image Segmentation via Cross-Modal Pro...	2020-10-01	Code
25	BRINet	52.87	No	-	-	-
26	MattNet	52.39	No	MAttNet: Modular Attention Network for Referring...	2018-01-24	Code
27	STEP (5-fold)	52.33	No	-	-	-
28	RefVOS with BERT + MLM Loss	49.73	No	RefVOS: A Closer Look at Referring Expressions f...	2020-10-01	Code
29	CMSA	47.6	No	Cross-Modal Self-Attention Network for Referring...	2019-04-09	Code