Referring Video Object Segmentation

Benchmarks

Dataset Name	SOTA Method	Metric
Ref-YouTube-VOS (val)	VIRST	J&F Score74.2	244	2mo ago
Ref-DAVIS 2017 (val)	VIRST	J&F79.5	230	20d ago
MeViS (val)	MolmoPoint-8B	J&F Score0.635	166	20d ago
Ref-DAVIS 17	ViLLa	J&F Score74.3	131	3mo ago
Ref-YouTube-VOS	RCoT-Seg	J&F72.5	103	19d ago
JHMDB-Sentences (test)	VLP-RVOS (VLMo)	Overall IoU0.783	103	1mo ago
A2D-Sentences	ReferDINO	oIoU82.1	61	1mo ago
Ref-DAVIS	SteerSeg	J&F Score81.4	59	14d ago
JHMDB-Sentences	VD-IT	Overall IoU74.4	56	3mo ago
Ref-YouTube-VOS 2019 (val)	ReferDINO	J&F Score67.5	42	1mo ago
YoURVOS (test)	OMFormer	J&F34.6	40	2mo ago
Ref-Davis (val)	Sa2VA-Qwen3-VL-4B	J&F Score0.76	33	2mo ago
Ref-Youtube-VOS v1.0 (test)	R2-VOS	J&F Score61.3	33	3mo ago
JHMDB Sentences	ReferDINO	mAP46.6	29	3mo ago
ReVOS Reasoning	VIRST	J&F Score66.1	28	8d ago
A2D Sentences v1.0 (test)	LoSh-S	IoU Overall81.2	26	3mo ago
Refer-Youtube-VOS	VideoGLaMM	J&F Score66.8	23	20d ago
Ref-Youtube-VOS 2019 (test)	ReferFormer	J&F Score64.9	22	3mo ago
Ref-YTVOS	SETCON	J&F Score78.8	21	14d ago
MeViS v1	SETCON	J&F Score62.4	19	14d ago
Ref-YouTube-VOS 1.0 (val)	VD-IT	J&F66.5	19	3mo ago
Ref-YouTube-VOS (test)	MUTR	J&F Score68.4	18	3mo ago
MeViS (val-u)	MolmoPoint-8B	J&F Score72.2	17	2mo ago
A2D-S (test)	ReferFormer	oIoU72.3	17	3mo ago
DAVIS RVOS 2017 (val)	LMPM++	J&F Score65	16	3mo ago

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