Share your thoughts, 1 month free Claude Pro on usSee more

Referring Video Object Segmentation on Ref-YouTube-VOS (val)

74.2J&F Score

VIRST

Updated 19d ago

Evaluation Results

Method
VIRST 2026.03	74.2	-	72.2	76.1	-	-
MPG-SAM2 2026.03	73.9	-	71.7	76.1	-	-
VideoLoom 2026.01	71.3	-	-	-	-	-
VRS-HQ 2025.01	71	-	69	73.1	-	-
VRS-HQ 2026.01	71	-	-	-	-	-
VRS-HQ-13B 2026.03	71	-	69	73.1	-	-
Sa2VA-8B 2026.01	70.7	-	-	-	-	-
Sa2VA 2026.01	70.7	-	-	-	-	-
Sa2VA-8B 2026.03	70.7	-	-	-	-	-
SAMWISE 2026.03	70.6	-	69.2	67.8	-	-
MolmoPoint-8B 2026.03	70.5	-	-	81.9	-	80.5
VRS-HQ 2025.01	70.4	-	68.3	72.5	-	-
VRS-HQ 2026.01	70.4	-	-	-	-	-
VRS-HQ-7B 2026.03	70.4	-	68.3	72.5	-	-
Molmo2-4B 2026.01	70.2	-	-	80.4	-	78.8
Molmo2-8B 2026.01	70.2	-	-	78.7	-	77.3
Molmo2-4B 2026.03	70.2	-	-	80.4	-	78.8
Molmo2-8B 2026.03	70.2	-	-	78.7	-	77.3
ReferDINO 2026.03	69.3	-	67	71.5	-	-
HyperSeg 2026.03	68.5	-	-	-	-	-
MUTR 2024.06	68.4	-	66.4	70.4	-	-
Sa2VA-Qwen3-VL-4B 2026.01	68.1	-	-	-	-	-
Sa2VA-Qwen3-VL-4B 2026.03	68.1	-	-	-	-	-
Molmo2-O-7B 2026.01	67.9	-	-	77.7	-	76.1
Molmo2-O-7B 2026.03	67.9	-	-	77.7	-	76.1
LMPM++ 2025.12	67.8	-	65.7	69.9	-	-
VLP-RVOS (VLMo) 2024.05	67.6	-	65.3	69.8	-	-
ViLLa 2026.01	67.5	-	-	-	-	-
InstructSeg 2026.03	67.5	-	65.4	69.5	-	-
ViLLa-6B 2026.03	67.5	-	64.6	70.4	-	-
UniRef-L 2023.12	67.4	-	65.5	69.2	-	-
UniRef 2024.06	67.4	-	65.5	69.2	-	-
SOC 2024.06	67.3	-	65.3	69.3	-	-
SOC 2025.04	67.3	-	65.3	69.3	-	-
GLUS 2025.04	67.3	-	65.5	69	-	-
VideoMolmo-7B 2026.01	67.3	-	-	73.7	-	-
GLUS 2026.01	67.3	-	-	-	-	-
VideoMolmo-7B 2026.03	67.3	-	-	73.7	-	-
LoSh 2025.12	67.2	-	65.4	69	-	-
DsHmp 2024.04	67.1	-	65	69.1	-	-
DsHmp 2024.05	67.1	-	65	69.1	-	-
HTR 2024.05	67.1	-	65.3	68.9	-	-
DsHmp 2025.04	67.1	-	65	69.1	-	-
DsHmp 2025.12	67.1	-	65	69.1	-	-
UniRef++-L 2023.12	66.9	-	64.8	69	-	-
VideoGLaMM 2024.11	66.8	-	65.4	68.2	-	-
VideoGLaMM 2026.01	66.8	-	-	-	-	-
VideoGLaMM 2026.03	66.8	-	65.4	68.2	-	-
VideoGLaMM 2026.03	66.8	-	-	-	-	-
GLUS 2025.04	66.6	-	65	68.3	-	-
ViLLa 2025.04	66.5	-	64.6	68.6	-	-
UniNEXT 2024.06	66.2	-	64	68.4	-	-
DEVA 2023.09	66	-	-	-	-	-
SOC 2024.04	66	-	64.1	67.9	-	-
DEVA 2024.06	66	-	-	-	-	-
SOC 2024.05	66	-	64.1	67.9	-	-
VLP-RVOS (CLIP) 2024.05	66	-	63.6	68.3	-	-
SOC 2025.12	66	-	64.1	67.9	-	-
TempCD 2024.04	65.8	-	63.6	68	-	-
TempCD 2024.06	65.8	-	63.6	68	-	-
TempCD 2024.05	65.8	-	63.6	68	-	-
TempCD 2025.04	65.8	-	63.6	68	-	-
TempCD 2025.12	65.8	-	63.6	68	-	-
SgMg 2023.07	65.7	-	63.9	67.4	40	-
SgMg 2024.04	65.7	-	63.9	67.4	-	-
SgMg 2024.06	65.7	-	63.9	67.4	-	-
SgMg 2024.05	65.7	-	63.9	67.4	-	-
ReLA 2026.01	65.7	-	63.8	67.5	-	-
SgMg 2025.12	65.7	-	63.9	67.4	-	-
GroPrompt 2024.06	65.5	-	64.1	66.9	-	-
VATEX 2024.04	65.4	-	63.3	67.5	-	-
SDAM 2026.03	65.3	-	63.4	67.1	-	-
EPCFormer 2024.06	65	-	62.9	67.2	-	-
ReferFormer 2023.12	64.9	-	62.8	67	-	-
UniLSeg-100 2023.12	64.9	-	62.8	67	-	-
Molmo + SAM 2 2026.01	64.6	-	-	71.1	-	-
Molmo + SAM 2 2026.03	64.6	-	-	71.1	-	-
DMVS 2026.03	64.3	-	62.4	66.2	-	-
SSA 2026.03	64.3	-	62.2	66.4	-	-
ReferFormer 2023.12	64.2	-	62.3	66.2	-	-
LoSh 2024.06	64.2	-	62.5	66	-	-
VATEX 2024.04	64.2	-	61.4	67	-	-
LoSh 2025.04	64.2	-	62.5	66	-	-
UniLSeg-20 2023.12	64.1	-	61.9	66.3	-	-
LMPM++ 2025.12	64	-	62.2	65.8	-	-
VLT 2023.09	63.8	-	-	-	-	-
VLT+ 2023.12	63.8	-	61.9	65.6	-	-
VLT 2024.06	63.8	-	61.9	65.6	-	-
VLT 2024.05	63.8	-	61.9	65.6	-	-
VLT 2024.04	63.8	-	61.9	65.6	-	-
VLT 2023.12	63.8	-	61.9	65.6	-	-
VLT 2026.01	63.8	-	61.9	65.6	-	-
VideoLISA 2025.01	63.7	-	61.7	65.7	-	-
VideoLISA 2024.11	63.7	-	65.7	61.7	-	-
VideoLISA 2025.04	63.7	-	61.7	65.7	-	-
VideoLISA 2026.01	63.7	-	-	-	-	-
LoSh 2025.12	63.7	-	62	65.4	-	-
VideoLISA 2026.03	63.7	-	61.7	65.7	-	-
VideoLISA 2026.03	63.7	-	61.7	65.7	-	-
VideoLISA 2026.03	63.7	-	-	-	-	-

Showing 100 of 248 rows