Referring Video Object Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Ref-YouTube-VOS (val)	VIRST	J&F Score74.2	244	18d ago
Ref-DAVIS 2017 (val)	VIRST	J&F79.5	205	19d ago
MeViS (val)	MolmoPoint-8B	J&F Score0.635	161	18d ago
Ref-DAVIS 17	ViLLa	J&F Score74.3	131	1mo ago
Ref-YouTube-VOS	SAMWISE	J&F69.2	85	1mo ago
JHMDB-Sentences (test)	VLP-RVOS (VLMo)	Overall IoU0.783	83	1mo ago
A2D-Sentences	ReferDINO	oIoU82.1	57	1mo ago
JHMDB-Sentences	VD-IT	Overall IoU74.4	56	1mo ago
YoURVOS (test)	OMFormer	J&F34.6	40	1mo ago
Ref-Davis (val)	Sa2VA-Qwen3-VL-4B	J&F Score0.76	33	18d ago
Ref-Youtube-VOS v1.0 (test)	R2-VOS	J&F Score61.3	33	1mo ago
JHMDB Sentences	ReferDINO	mAP46.6	29	1mo ago
A2D Sentences v1.0 (test)	LoSh-S	IoU Overall81.2	26	1mo ago
ReVOS Reasoning	VIRST	J&F Score66.1	22	19d ago
Ref-YouTube-VOS 2019 (val)	SOC	J&F Score67.3	22	1mo ago
Ref-Youtube-VOS 2019 (test)	ReferFormer	J&F Score64.9	22	1mo ago
Ref-DAVIS	AL-Ref-SAM2	J&F Score74.2	21	25d ago
Ref-YouTube-VOS 1.0 (val)	VD-IT	J&F66.5	19	1mo ago
Refer-Youtube-VOS	SgMg	J&F Score65.7	18	1mo ago
Ref-YouTube-VOS (test)	MUTR	J&F Score68.4	18	1mo ago
MeViS (val-u)	MolmoPoint-8B	J&F Score72.2	17	18d ago
A2D-S (test)	ReferFormer	oIoU72.3	17	1mo ago
DAVIS RVOS 2017 (val)	LMPM++	J&F Score65	16	1mo ago
Ref-DAVIS 2017 (test val)	FindTrack	J&F Score74.2	14	1mo ago
ReVOS Overall	VIRST	Jaccard Score (J)66.3	13	19d ago

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