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Papers Benchmarks Datasets Tasks

Scene Classification research benchmarks – Page 2 · SOTA2 Research

Scene Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

92.09mAP

19

Feb 26, 2026

EuroSAT Sentinel-2 (train val)

99.3OA

18

Feb 26, 2026

NWPU-RESISC45 5-shot

89.22Accuracy

16

Mar 25, 2026

NWPU-RESISC45 1-shot

75.25Accuracy

16

Mar 25, 2026

96.2Overall Accuracy

15

May 28, 2026

Taskonomy (val)

1.3Model Loss

15

Mar 25, 2026

88.25Accuracy

13

Mar 25, 2026

73.38Accuracy

13

Mar 25, 2026

TransNAS-Bench-101 Micro level search space

54.9Accuracy

13

Feb 26, 2026

SUN RGB-D 19-class (test)

59.5MCA (Fusion)

12

Jul 1, 2026

96.44Accuracy

12

Mar 11, 2026

83.23Base Accuracy

11

Apr 7, 2026

85.22OA

11

Feb 26, 2026

45.7Top-1 Acc (Many)

11

Feb 26, 2026

Multimodal Learning Analytics Video Dataset

97.5F1 Score

9

Apr 7, 2026

0.936Accuracy

9

Feb 27, 2026

64.38Top-1 Accuracy

9

Feb 26, 2026

74.7OA

7

Feb 26, 2026

79.76Accuracy

7

Feb 27, 2026

55.63Accuracy

7

Feb 27, 2026

52.62Accuracy

7

Feb 27, 2026

67.55Accuracy

7

Feb 27, 2026

98.57Top-1 Acc

7

Feb 26, 2026

BigEarthNet 10% (train)

87.5mAP

7

Feb 26, 2026

NYU v2 enriched (test)

77.41Balanced Accuracy

7

Feb 26, 2026

Page 2 of 4

Popular datasets

AID Places EuroSAT BigEarthNet RESISC

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