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Object Hallucination on POPE (Random)

93.02F1 Score

vanilla

84.887286.998689.1191.2214Jun 26, 2023Dec 4, 2023May 13, 2024Oct 21, 2024Mar 31, 2025Sep 8, 2025Feb 17, 2026
Updated 2d ago

Evaluation Results

MethodLinks
2024.02
93.0293---
2024.02
9393.33---
2024.02
91.4591.13---
2026.02
91.4391.9-86.4-
2024.02
90.8491---
2024.02
90.7191.33---
2023.12
90.5490.994.387.0746.17
2024.02
90.2890.67---
2026.02
90.0490.7-84.07-
2023.12
89.7690.2497.728343.78
2023.12
89.7690.2497.728343.78
2024.02
89.789.67---
2023.10
89.6----
2024.02
89.5390.33---
2026.01
89.4289.27---
2024.04
89.388.684.195.156.6
2023.11
89.388.7--55.2
2023.12
89.2788.5784.0995.1356.57
2023.06
89.2788.5784.0995.1356.57
2023.11
89.2788.5784.0995.13-
2023.12
89.2788.5784.0995.1356.57
2024.03
89.2788.5784.0995.1356.57
2023.09
89.2788.5784.0995.1356.57
2024.12
89.289.4591.4187.1-
2026.02
89.0989.97-81.93-
2024.12
89.0388.9888.6589.43-
2026.02
88.9989.83-82.13-
2023.12
88.9789.4793.484.9345.47
2026.02
88.9789.93-81.2-
2026.02
88.9489.9-81.2-
2026.02
88.9489.9-81.2-
2026.02
88.8689.77-81.6-
2023.12
88.7188.7388.8988.5349.8
2023.12
88.788.5998.6280.644.43
2026.02
88.6889.37-83.33-
2026.02
88.6189.6-80.93-
2024.04
88.587.983.693.956.2
2026.02
88.3589.4-80.4-
2023.11
88.3388.9797.1281-
2025.12
88.389.1---
2024.02
88.2888.67---
2026.02
88.2689.33-80.2-
2026.01
88.1886.96---
2026.02
88.1489.27-79.73-
2026.02
88.1489.27-79.73-
2026.01
88.1387.96---
2023.06
8886---
2026.01
87.9787.82---
2026.02
87.9289.1-79.87-
2026.01
87.8987.76---
2023.12
87.8588.2894.3482.244.91
2026.01
87.8386.62---
2023.10
87.5----
2026.02
87.4286.96---
2026.01
87.3686.28---
2023.12
87.3188.1797.6878.9341.64
2023.10
87.3----
2026.02
87.1686.08---
2023.10
87.1----
2023.12
87.0188.2797.4478.640.33
2023.06
8786---
2024.03
86.8587.897.7578.1341.2
2026.02
86.8286.52---
2026.01
86.6886.48---
2023.09
86.6287.2994.6379.8743.51
2026.02
86.5686.12---
2026.02
86.588---
2026.02
86.4387.67-78.53-
2026.02
86.4187.67-78.4-
2026.02
86.4187.67-78.4-
2024.03
86.2985.8283.888.94-
2026.01
86.2988.23---
2024.04
86.286.994.479.343.3
2023.12
86.1986.994.479.2643.26
2023.06
86.1986.994.479.2743.26
2023.11
86.1986.994.479.27-
2023.12
86.1986.994.479.2743.26
2023.12
86.1986.994.479.2743.26
2024.03
86.1986.994.479.2643.26
2023.09
86.1986.994.479.2743.26
2026.02
86.1787.57-77.47-
2026.02
85.8486.97-79-
2026.02
85.8487.03-78.6-
2026.02
85.8285.64---
2025.12
85.886.3---
2026.02
85.7684.82---
2024.03
85.718687.58448
2026.02
85.7185.62---
2026.02
85.787.4---
2026.02
85.6887.14---
2023.12
85.6684.0377.7395.461.37
2026.02
85.6485.12---
2026.01
85.6287.18---
2024.03
85.6186.4392.0180.73-
2024.03
85.386.3--42.3
2024.03
85.2985.184.2186.4-
2024.02
85.2986.67---
2026.02
85.2885.12---
2026.02
85.2884.32---
2023.11
85.286.2--42
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