Referring Video Object Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Ref-YouTube-VOS (val)	VIRST	J&F Score74.2	244	3mo ago
Ref-DAVIS 2017 (val)	VideoSEG-O3-2B	J&F80	240	1mo ago
MeViS (val)	MolmoPoint-8B	J&F Score0.635	166	2mo ago
Ref-DAVIS 17	ViLLa	J&F Score74.3	165	29d ago
Ref-YouTube-VOS	RCoT-Seg	J&F72.5	143	29d ago
JHMDB-Sentences (test)	VLP-RVOS (VLMo)	Overall IoU0.783	110	29d ago
A2D-Sentences	ReferDINO	oIoU82.1	61	3mo ago
Ref-DAVIS	SteerSeg	J&F Score81.4	59	2mo ago
JHMDB-Sentences	VD-IT	Overall IoU74.4	56	4mo ago
Ref-YouTube-VOS 2019 (val)	ReferDINO	J&F Score67.5	42	3mo ago
YoURVOS (test)	OMFormer	J&F34.6	40	4mo ago
Ref-Davis (val)	Sa2VA-Qwen3-VL-4B	J&F Score0.76	33	3mo ago
Ref-Youtube-VOS v1.0 (test)	R2-VOS	J&F Score61.3	33	4mo ago
MeViS	GLUSA	J&F Score51.3	31	29d ago
JHMDB Sentences	ReferDINO	mAP46.6	29	4mo ago
ReVOS Reasoning	VIRST	J&F Score66.1	28	2mo ago
ReVOS	SETCON	J&F Score69.5	26	1mo ago
A2D Sentences v1.0 (test)	LoSh-S	IoU Overall81.2	26	4mo ago
Refer-Youtube-VOS	VideoGLaMM	J&F Score66.8	23	2mo ago
Ref-Youtube-VOS 2019 (test)	ReferFormer	J&F Score64.9	22	4mo ago
Ref-YTVOS	SETCON	J&F Score78.8	21	2mo ago
MeViS v1	SETCON	J&F Score62.4	19	2mo ago
Ref-YouTube-VOS 1.0 (val)	VD-IT	J&F66.5	19	4mo ago
Ref-YouTube-VOS (test)	MUTR	J&F Score68.4	18	4mo ago
MeViS (val-u)	MolmoPoint-8B	J&F Score72.2	17	3mo ago

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