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Benchmarks
Object Hallucination on POPE (test) with Efficiency Metrics
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86.3
POPE Score
LLaVA-NeXT
65.292
70.746
76.2
81.654
Jan 25, 2026
POPE Score
TFLOPs
GPU Memory Usage
Prefill Latency (ms)
Time/Token
Updated 3d ago
Evaluation Results
Method
Method
Links
POPE Score
TFLOPs
GPU Memory Usage
Prefill Latency (ms)
Time/Token
LLaVA-NeXT
Base Model=LLaVA-NeXT-13B
2026.01
86.3
31.55
30.8
914
62.67
ViTCoP
Base Model=LLaVA-NeXT-13B
2026.01
75.5
1.69
27.13
139
53.53
VisionZip
Base Model=LLaVA-NeXT-13B
2026.01
66.1
1.79
27.12
126
53.39
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