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Recognition research benchmarks – Page 2 · SOTA2 Research

Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Ours w/ PointBind

24.48Top-1 Accuracy

4

Feb 26, 2026

Ours w/ PointBind

78.05Top-1 Acc

4

Feb 26, 2026

Ours w/ PointBind

40.9Top-1 Accuracy

4

Feb 26, 2026

Synthetic VSA 1000 bundles (test)

100Recognition Accuracy

3

Jun 11, 2026

This-is-my Multi Concept 5 Reference Views 32

100Precision

3

Mar 11, 2026

This-is-my Single Concept, 5 Reference Views 32

90.1Precision

3

Mar 11, 2026

Yo'LLaVA Single Concept, 5 Reference Views 24

85Precision

3

Mar 11, 2026

MyVLM Single Concept, 5 Reference Views 1

87.7Precision

3

Mar 11, 2026

RAP Multi Concept 1 Reference View 11

100Precision

3

Mar 11, 2026

This-is-my Multi Concept 1 Reference View 32

100Precision

3

Mar 11, 2026

Multi-Concept Personalized VLM Benchmark

87.8Recognition Rate

3

Feb 26, 2026

Human Perception Study

Dual Attention Suppression (DAS)

49.6Accuracy

3

Feb 26, 2026

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Popular datasets

This-Is-My ImageNet MyVLM Yo'LLaVA ModelNet

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