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Benchmarks
Referring Video Object Segmentation on ReVOS Reasoning
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57.7
J&F Score
Refer-Agent
42.412
46.381
50.35
54.319
Apr 10, 2025
May 29, 2025
Jul 18, 2025
Sep 6, 2025
Oct 26, 2025
Dec 15, 2025
Feb 3, 2026
J&F Score
Jaccard (J)
F-Measure (F)
Updated 4d ago
Evaluation Results
Method
Method
Links
J&F Score
Jaccard (J)
F-Measure (F)
Refer-Agent
MLLM=Ovis2.5-9B, Proto...
2026.02
57.7
54.3
61
VRS-HQ
MLLM=Chat-UniVi-13B, P...
2026.02
56.8
54.1
59.4
RGA3
MLLM=Qwen2.5-VL-7B, Pr...
2026.02
55.4
53.1
57.7
HyperSeg
MLLM=Mipha-3B, Protoco...
2026.02
53
50.2
55.8
InstructSeg
MLLM=Mipha-3B, Protoco...
2026.02
51.9
49.2
54.7
GLUS#
Training=additional-SFT
2025.04
51.4
48.8
53.9
GLUS
MLLM=LISA-7B, Protocol...
2026.02
51.4
48.8
53.9
VISA-13B
Model size=13B
2025.04
44.3
42
46.7
VISA
MLLM=Chat-UniVi-13B, P...
2026.02
44.3
42
46.7
VISA-7B
Model size=7B
2025.04
43
40.6
45.4
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