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Visual Explanation Generation research benchmarks · SOTA2 Research

Visual Explanation Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Explanation Map Generation Average per image

0.011Time (s/img)

9

May 8, 2026

0.015Average Generation Time (s)

7

Mar 6, 2026

0.015Average Generation Time (s)

7

Mar 6, 2026

0.027Average Generation Time (s)

7

Mar 6, 2026

Faithful Multimodal Explanation (Justification)

2.41EMD

6

Feb 26, 2026

VidChapters7M (test)

105FVD

3

Apr 8, 2026

Popular datasets

VOC ILSVRC VQA-X VidChapters Plant Village

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