SOTA Referring Video Object Segmentation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Ref-YouTube-VOS (val)	VideoLoom	J&F Score71.3	200	2d ago
Ref-DAVIS 2017 (val)	VRS-HQ	J&F76	178	2d ago
Ref-DAVIS 17	ViLLa	J&F Score74.3	131	4d ago
MeViS (val)	Molmo2-4B	J&F Score0.633	122	4d ago
Ref-YouTube-VOS	SAMWISE	J&F69.2	85	4d ago
JHMDB-Sentences (test)	VLP-RVOS (VLMo)	Overall IoU0.783	83	2d ago
A2D-Sentences	ReferDINO	oIoU82.1	57	2d ago
JHMDB-Sentences	VD-IT	Overall IoU74.4	56	4d ago
Ref-Youtube-VOS v1.0 (test)	R2-VOS	J&F Score61.3	33	4d ago
JHMDB Sentences	ReferDINO	mAP46.6	29	2d ago
A2D Sentences v1.0 (test)	LoSh-S	IoU Overall81.2	26	4d ago
Ref-YouTube-VOS 2019 (val)	SOC	J&F Score67.3	22	4d ago
Ref-Youtube-VOS 2019 (test)	ReferFormer	J&F Score64.9	22	4d ago
Ref-YouTube-VOS 1.0 (val)	VD-IT	J&F66.5	19	4d ago
Refer-Youtube-VOS	SgMg	J&F Score65.7	18	4d ago
Ref-YouTube-VOS (test)	MUTR	J&F Score68.4	18	4d ago
A2D-S (test)	ReferFormer	oIoU72.3	17	3d ago
DAVIS RVOS 2017 (val)	LMPM++	J&F Score65	16	2d ago
Ref-Davis (val)	Sa2VA-Qwen3-VL-4B	J&F Score0.76	16	4d ago
Ref-DAVIS 2017 (test val)	FindTrack	J&F Score74.2	14	4d ago
Ref-YT-VOS	OnlineRefer	J Score61.6	11	4d ago
A2D-Sentences (val)	OnlineRefer	Overall IoU79.6	11	4d ago
Ref-EndoVis tool 18 (test)	SurgRef	J&F84.48	11	4d ago
ReVOS Reasoning	Refer-Agent	J&F Score57.7	10	4d ago
LVOS (val)	UniRef++	J&F Score67.2	10	4d ago

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