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ResearchFormerly WizWand

Low-shot recognition

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

84.13Accuracy

72

Feb 26, 2026

81.5Accuracy

32

Feb 26, 2026

Toys4k multi-object setting (test)

60.49LSA

15

Feb 26, 2026

ModelNet40-LS (test)

62.76Acc (5-way 1-shot)

12

Feb 26, 2026

ShapeNet55-LS (test)

Shape Bias - FEAT

70.24Accuracy (1-shot 5-way)

9

Feb 26, 2026

Toys4k Categ-SObj-Pose Var 1.0 (test)

75.18Accuracy

6

Feb 26, 2026

Toys4k Categ-SObj 1.0 (test)

79.69Accuracy

6

Feb 26, 2026

Toys4k Inst-SObj 1.0 (test)

96.5Accuracy

6

Feb 26, 2026

Toys4k LSME variant

Ours-DINOv2-ABC

47.7LSA

3

Feb 26, 2026