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Papers Benchmarks Datasets Tasks

object recognition research benchmarks – Page 2 · SOTA2 Research

object recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Office+Caltech D→W

99.66Accuracy

16

Feb 26, 2026

Office+Caltech D→A

92.31Accuracy

16

Feb 26, 2026

Office+Caltech D→C

86.2Accuracy

16

Feb 26, 2026

Office+Caltech W→A

91.44Accuracy

16

Feb 26, 2026

Office+Caltech W→C

84.95Accuracy

16

Feb 26, 2026

Office+Caltech A→D

88.54Accuracy

16

Feb 26, 2026

Office+Caltech A→W

84.75Accuracy

16

Feb 26, 2026

52.5Top-1 Accuracy

15

Feb 26, 2026

CountryInPrompt+LLM

54.9Top-1 Acc

15

Feb 26, 2026

85.69Accuracy

15

Feb 26, 2026

98.4Accuracy

15

Mar 9, 2026

ORBIT Clutter Videos 14 (test)

ProtoNets + LITE

66.3Frame Accuracy

15

Feb 26, 2026

ORBIT Clean Videos 14 (test)

Simple CNAPs + LITE

82.7Frame Accuracy

15

Feb 26, 2026

ImageNet CLS-LOC first 1,000 images (val)

26Top-1 Error

15

Feb 26, 2026

EgoPro-Bench Object

94Precision

13

May 11, 2026

N-ImageNet 1.0 (test)

75.2Top-1 Accuracy

13

Mar 25, 2026

VGGFace2 (test)

100Original For.

12

May 11, 2026

97.38Accuracy (Amazon)

12

May 1, 2026

Digits MNIST USPS SVHN SYN

98.55Accuracy (MNIST)

12

May 1, 2026

76mCE

12

Mar 25, 2026

63Accuracy

12

Mar 25, 2026

95.7Accuracy

12

Mar 12, 2026

RandSF.Q + xSSC

91.9Top-1 Accuracy (Class)

11

Jun 15, 2026

PACS Target Sketch

65Accuracy

11

Feb 26, 2026

91.8Accuracy

11

Feb 26, 2026

Page 2 of 5

Popular datasets

CIFAR Office + Caltech PACS ScanObjectNN COCO

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