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Benchmarks
Perceptual Hallucination Mitigation on POPE Popular
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89.7
Accuracy
+Ours (IVE)
77.7608
80.8604
83.96
87.0596
Apr 2, 2026
Accuracy
F1 Score
Delta Accuracy
Delta F1 Score
Updated 16d ago
Evaluation Results
Method
Method
Links
Accuracy
F1 Score
Delta Accuracy
Delta F1 Score
+Ours (IVE)
Model=Qwen2.5-VL-Instr...
2026.04
89.7
89.75
5.97
5.92
+Ours (IVE)
Model=LLaVA-1.5 [30]
2026.04
86.9
87.01
5.02
6.95
+Ours (IVE)
Model=InstructBLIP [8]
2026.04
84.73
85.45
6.51
7.09
Vanilla
Model=Qwen2.5-VL-Instr...
2026.04
83.73
83.83
0
0
Vanilla
Model=LLaVA-1.5 [30]
2026.04
81.88
80.06
0
0
Vanilla
Model=InstructBLIP [8]
2026.04
78.22
78.36
0
0
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