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Benchmarks
Point Grounding on InstructPart (test)
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90
Patch Accuracy
Molmo-7B Ours
-2.768
21.316
45.4
69.484
Jun 28, 2026
Patch Accuracy
Accuracy
Updated 26d ago
Evaluation Results
Method
Method
Links
Patch Accuracy
Accuracy
Molmo-7B Ours
Model Category=MLLM w/...
2026.06
90
86.8
Qwen2.5-VL-7B Ours
Model Category=MLLM w/...
2026.06
87.7
81.8
First-Gen-MLLM Ours
Model Category=MLLM w/...
2026.06
80.3
78.3
Molmo-7B text pointing
Model Category=MLLM w/...
2026.06
73.7
71
Qwen2.5-VL-7B text pointing
Model Category=MLLM w/...
2026.06
72.2
70.8
LISA-7B
Model Category=Segment...
2026.06
48
46.4
Molmo-7B attention pointing
Model Category=MLLM w/...
2026.06
46.8
37.8
GLaMM-7B
Model Category=Segment...
2026.06
41.2
40
Qwen2.5-VL-7B attention pointing
Model Category=MLLM w/...
2026.06
35.2
28.3
First-Gen-MLLM attention pointing
Model Category=MLLM w/...
2026.06
22.7
19.4
X-Decoder
Model Category=Segment...
2026.06
18.5
17.8
First-Gen-MLLM text pointing
Model Category=MLLM w/...
2026.06
4
3.3
VLPart
Model Category=Segment...
2026.06
0.8
0.8
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