Referring Expression Segmentation on RefCOCO+ test B

Metric: Overall IoU (higher is better)

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#	Model↕	Overall IoU▼	Extra Data	Paper	Date↕	Code
1	MLCD-Seg-7B	75.6	Yes	Multi-label Cluster Discrimination for Visual Re...	2024-07-24	Code
2	HyperSeg	75.2	Yes	HyperSeg: Towards Universal Visual Segmentation ...	2024-11-26	Code
3	EVF-SAM	71.9	Yes	EVF-SAM: Early Vision-Language Fusion for Text-P...	2024-06-28	Code
4	DETRIS	70.2	No	Densely Connected Parameter-Efficient Tuning for...	2025-01-15	Code
5	C3VG	68.95	No	Multi-task Visual Grounding with Coarse-to-Fine ...	2025-01-12	Code
6	UniLSeg-100	68.15	Yes	Universal Segmentation at Arbitrary Granularity ...	2023-12-04	Code
7	UniLSeg-20	66.99	Yes	Universal Segmentation at Arbitrary Granularity ...	2023-12-04	Code
8	UNINEXT-H	66.22	Yes	Universal Instance Perception as Object Discover...	2023-03-12	Code
9	GROUNDHOG	64.9	Yes	GROUNDHOG: Grounding Large Language Models to Ho...	2024-02-26	-
10	SafaRi-B	64.88	No	SafaRi:Adaptive Sequence Transformer for Weakly ...	2024-07-02	-
11	MaskRIS (Swin-B, combined DB)	62.83	No	MaskRIS: Semantic Distortion-aware Data Augmenta...	2024-11-28	Code
12	PolyFormer-L	61.87	Yes	PolyFormer: Referring Image Segmentation as Sequ...	2023-02-14	Code
13	MaskRIS (Swin-B)	59.39	No	MaskRIS: Semantic Distortion-aware Data Augmenta...	2024-11-28	Code
14	PolyFormer-B	59.33	Yes	PolyFormer: Referring Image Segmentation as Sequ...	2023-02-14	Code
15	MagNet	58.14	No	Mask Grounding for Referring Image Segmentation	2023-12-19	Code
16	ReLA	57.65	No	GRES: Generalized Referring Expression Segmentat...	2023-06-01	Code
17	VLT	56.92	No	VLT: Vision-Language Transformer and Query Gener...	2022-10-28	Code
18	MaIL	56.06	No	MaIL: A Unified Mask-Image-Language Trimodal Net...	2021-11-21	-
19	LAVT	55.1	No	LAVT: Language-Aware Vision Transformer for Refe...	2021-12-04	Code
20	CRIS	53.68	No	CRIS: CLIP-Driven Referring Image Segmentation	2021-11-30	Code
21	VLT	49.36	No	Vision-Language Transformer and Query Generation...	2021-08-12	Code
22	SHNet	44.12	No	Comprehensive Multi-Modal Interactions for Refer...	2021-04-21	Code
23	CPMC	43.23	No	Referring Image Segmentation via Cross-Modal Pro...	2020-10-01	Code
24	BRINet	42.13	No	-	-	-
25	STEP (5-fold)	40.41	No	-	-	-
26	MattNet	40.08	No	MAttNet: Modular Attention Network for Referring...	2018-01-24	Code
27	CMSA	37.89	No	Cross-Modal Self-Attention Network for Referring...	2019-04-09	Code
28	RefVOS with BERT + MLM loss	36.17	No	RefVOS: A Closer Look at Referring Expressions f...	2020-10-01	Code