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Object Identification research benchmarks · SOTA2 Research

Object Identification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Object Folder Real

92.7Top-1 Accuracy

52

Jun 11, 2026

ARMBench (test)

98Recall@1

10

Feb 26, 2026

96.9Top-1 Accuracy

6

Mar 10, 2026

HOMER (Multi-user sharing)

100Subset Accuracy

5

May 28, 2026

Personal-VCL-Bench Objects

Agentic Context Bank

82.52Accuracy

4

May 12, 2026

FP-RefCOCOg augmented (val)

84.67See

4

Feb 26, 2026

FP-RefCOCO+ augmented (val)

83.51See

4

Feb 26, 2026

FP-RefCOCO augmented (val)

82.87See

4

Feb 26, 2026

percept-aware optimization

-58.4Delta MSE (%)

2

Mar 4, 2026

Popular datasets

CIFAR RefCOCOg YCB ARMBench FP-RefCOCO

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