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Papers Benchmarks Datasets Tasks

Amodal Completion research benchmarks · SOTA2 Research

Amodal Completion

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.907mIOU

8

Feb 26, 2026

Pix2Gestalt ground-truth benchmark (test)

Collaborative Multi-Agent Reasoning Framework

0.15GT-LPIPS

5

Feb 26, 2026

HiFi-Amodal dataset

95.29CLIP-I

5

Feb 26, 2026

MP3D-Amodal (test)

76.4mIOU

5

Feb 26, 2026

SemLayer-Completion (test)

85.2mIoU

4

Mar 26, 2026

94.687CLIP Image Score

4

Feb 26, 2026

96.005CLIP Score (Image)

4

Feb 26, 2026

Overall Across Datasets (aggregate)

0Complete Failure Proportion

4

Feb 26, 2026

0Proportion of Complete Failures

4

Feb 26, 2026

Free Image (test)

0Complete Failure Proportion

4

Feb 26, 2026

0Complete Failure Proportion

4

Feb 26, 2026

0Complete Failures Proportion

4

Feb 26, 2026

Overall Across four sources

Open-World Amodal Appearance Completion

41.86Human Preference Rate

4

Feb 26, 2026

Open-World Amodal Appearance Completion

0.473Human Preference Rate

4

Feb 26, 2026

Open-World Amodal Appearance Completion

49.93Human Preference Rate

4

Feb 26, 2026

Open-World Amodal Appearance Completion

39.17Human Preference Rate

4

Feb 26, 2026

Open-World Amodal Appearance Completion

0.413Human Preference Rate

4

Feb 26, 2026

44.03HPA (Occ)

3

Feb 26, 2026

Popular datasets

LAION COCO Overall VG Free Image

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