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Detection research benchmarks · SOTA2 Research

Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

72.3mAP

23

Feb 26, 2026

67.53Macro F1

21

Mar 5, 2026

CareQA-Vision Adversarial (test)

82Base Accuracy

20

Jun 29, 2026

91.1F1 Score

20

Feb 26, 2026

Synthetic IoUT deployment (test)

100Participation Rate

16

Mar 27, 2026

89.23mAP50

15

Jun 23, 2026

Unseen Datasets Average

77.12Accuracy

14

Apr 1, 2026

89.8F1 Score

14

Mar 30, 2026

MRI-VQA image-level (test)

Qwen3-VL-8B-SGMRIVQA

0.951A-Score

11

Apr 20, 2026

Multi-View Gaussian Process Detector

89.5AUC@1%

10

Jun 15, 2026

0.897AUC

10

Feb 26, 2026

0.778AUC

10

Feb 26, 2026

SGMRI-VQA Volume-level (test)

Qwen3-VL-8B-SGMRIVQA

99.18A-Score

9

Apr 20, 2026

T-IC13 adapted (test)

91.2Accuracy

9

Apr 6, 2026

T-SROIE dense text for robustness (test)

99.9Accuracy

8

Apr 6, 2026

RealText proposed (test)

91.4Accuracy

8

Apr 6, 2026

StethoBench (test)

70.4BERTScore

8

Mar 4, 2026

43.4ROUGE-1

8

Mar 4, 2026

4.748Unknown Word Detection

7

May 8, 2026

Algospeak Phonetic 1.0 (test)

0.99Adjusted R2

7

May 8, 2026

Algospeak Code 1.0 (test)

1Adjusted R2

7

May 8, 2026

Algospeak Paraphrase 1.0 (test)

0.99Adjusted R2

7

May 8, 2026

Algospeak (Emotion) 1.0 (test)

0.99Adjusted R2

7

May 8, 2026

Algospeak Abbreviation 1.0 (test)

0.98Adjusted R2

7

May 8, 2026

Algospeak New word 1.0 (test)

0.99Adjusted R2

7

May 8, 2026

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