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Benchmarks
Object Hallucination Discrimination on POPE-GQA Adversarial
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75.17
Accuracy
Instruction Contrastive Decoding (ICD)
56.0132
60.9866
65.96
70.9334
Mar 27, 2024
Accuracy
Precision
Recall
F1 Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Precision
Recall
F1 Score
Instruction Contrastive Decoding (ICD)
Backbone=InstructBLIP
2024.03
75.17
70.59
86.27
77.65
Visual Contrastive Decoding (VCD)
Backbone=InstructBLIP
2024.03
75.08
70.59
85.99
77.53
Standard Decoding
Backbone=InstructBLIP
2024.03
70.56
66.12
84.33
74.12
Instruction Contrastive Decoding (ICD)
Backbone=miniGPT4
2024.03
59.64
58.21
76.81
66.23
Visual Contrastive Decoding (VCD)
Backbone=miniGPT4
2024.03
57.78
57.7
69.82
63.18
Standard Decoding
Backbone=miniGPT4
2024.03
56.75
56.26
67.99
61.57
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