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Object Detection research benchmarks – Page 76 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DIOR Deg-High (test)

ConvBEERS + YOLOv11n

72.37mAP50

2

Apr 15, 2026

DIOR Deg-Med (test)

ConvBEERS + YOLOv11n

75.52mAP50

2

Apr 15, 2026

48.7mAP

2

Apr 14, 2026

phone-captured 4K video

6.5Average Detections

2

Apr 14, 2026

Roboflow-GPR KSLMA

61.25Precision

2

Apr 8, 2026

Cory 307 Office

41.62mAP

2

Apr 8, 2026

41.78mAP

2

Apr 8, 2026

OVDEval-Negation Grounding DINO tiny model

G-DINO-T + NEGTOME

51.1AP

2

Mar 24, 2026

11.7Logo AP

2

Mar 24, 2026

Wafer Defect Dataset

78.9Recall

2

Mar 17, 2026

perciv-scenes-2 (val)

DRIFT (attention)

55.2mAP

2

Mar 11, 2026

MMFW-UAV Fused modality (five cross-validation folds)

Reliability-Gated Modality-Attention

98.64Precision

2

Mar 10, 2026

Outdoor RGB-D dataset

depth-aware hyper-involution

80.2mAP

2

Mar 9, 2026

Automatically synthesized RGB-D dataset

RBF Weighted Hyper-Involution

58.9mAP

2

Mar 9, 2026

95.3mAP@50

2

Feb 26, 2026

Virtual Scenarios Rural

96Precision

2

Feb 26, 2026

Virtual Scenarios Crossing

86Precision

2

Feb 26, 2026

Virtual Scenarios Motorway

82Precision

2

Feb 26, 2026

99.9Precision

2

Feb 26, 2026

113.03Runtime (sec)

2

Feb 26, 2026

Clipart v1 (test)

26.5AP (Aero)

2

Feb 26, 2026

Wheat pest dataset Rainy weather

79.5mAP50

2

Feb 26, 2026

Parasite dataset (val)

48.2AP (IoU 0.50:0.95)

2

Feb 26, 2026

UAV No-Small (val)

99.5mAP50

2

Feb 26, 2026

UAV Small (val)

95.7mAP50

2

Feb 26, 2026

Page 76 of 81

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