Generalized Referring Expression Segmentation 벤치마크

Generalized Referring Expression Segmentation on gRefCOCO

26개 결과 · ⬇ CSV · JSON

gIoU

Rank	Model	gIoU	cIoU	Extra Training Data	Paper	Code	Year
1	DeRIS-L	77.67	72.00		DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy	Dmmm1997/DeRIS	2025
2	GSVA-Llama2-13B	70.04	66.38	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023
3	MABP	68.79	65.69		Bring Adaptive Binding Prototypes to Generalized Referring Expression Segmentation	buptlwz/mabp	2024
4	HDC	68.28	65.42		CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression Segmentation	robertluo1/cohd · RobertLuo1/HDC	2024
5	GSVA-Vicuna-13B-v1.1	68.01	64.05	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023
6	GROUNDHOG	66.70	–	✓	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation		2024
7	GSVA-Vicuna-7B-v1.1	66.47	63.29	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023
8	ReLA	63.60	62.42		GRES: Generalized Referring Expression Segmentation	henghuiding/ReLA · henghuiding/grefcoco	2023
9	LAVT	58.40	57.64		LAVT: Language-Aware Vision Transformer for Referring Image Segmentation	yz93/lavt-ris	2021
10	CRIS	56.27	55.34		CRIS: CLIP-Driven Referring Image Segmentation	DerrickWang005/CRIS.pytorch	2021
11	LTS	52.70	52.30		Locate then Segment: A Strong Pipeline for Referring Image Segmentation		2021
12	VLT	52.00	52.51		Vision-Language Transformer and Query Generation for Referring Segmentation	henghuiding/Vision-Language-Transformer	2021
13	MattNet	48.24	47.51		MAttNet: Modular Attention Network for Referring Expression Comprehension	lichengunc/MAttNet	2018
14	DeRIS-L	77.67	72.00		DeRIS: Decoupling Perception and Cognition for Enhanced Referring Image Segmentation through Loopback Synergy	Dmmm1997/DeRIS	2025
15	GSVA-Llama2-13B	70.04	66.38	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023
16	MABP	68.79	65.69		Bring Adaptive Binding Prototypes to Generalized Referring Expression Segmentation	buptlwz/mabp	2024
17	HDC	68.28	65.42		CoHD: A Counting-Aware Hierarchical Decoding Framework for Generalized Referring Expression Segmentation	robertluo1/cohd · RobertLuo1/HDC	2024
18	GSVA-Vicuna-13B-v1.1	68.01	64.05	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023
19	GROUNDHOG	66.70	–	✓	GROUNDHOG: Grounding Large Language Models to Holistic Segmentation		2024
20	GSVA-Vicuna-7B-v1.1	66.47	63.29	✓	GSVA: Generalized Segmentation via Multimodal Large Language Models	leaplabthu/gsva	2023