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Object Localization research benchmarks – Page 2 · SOTA2 Research

Object Localization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO multi-object

57.13Precision

6

Jun 2, 2026

CAMELYON center-wise Center 4 17 (test)

82PxAP

6

May 1, 2026

CAMELYON17 center-wise Center 3 (test)

85.1PxAP

6

May 1, 2026

GlaS center-wise (test)

88.8PxAP

6

May 1, 2026

Syntax Guided Transformer

99.6Success Rate A1

6

Feb 26, 2026

SimSiam + AugSelf

0.003L2 Error

6

Feb 26, 2026

Synthetic MNIST 1.0 (test)

0.071RMS Error

5

Jun 23, 2026

Synthetic MNIST 1.0 (train)

0.141RMSE

5

Jun 23, 2026

Synthetic Hallway Scene Teapot Localization 1.0 (test)

Maximum Likelihood Estimation (MLE)

0.002MSE

5

Feb 26, 2026

LERF-OVS (test)

100Bouquet Score

5

Feb 26, 2026

STCray zero-shot

46.5mAP

4

Jun 16, 2026

72.35Accuracy

4

Jun 1, 2026

31.2Binary Localization Metric

4

Feb 26, 2026

PASCAL VOC 2012 (train)

67.3Precision

4

Feb 26, 2026

Stanford Dogs (test)

19.2Error Rate

4

Feb 26, 2026

ScanQA w/ objects (test)

25.44Acc@0.25

3

Feb 26, 2026

24.96Acc@0.25

3

Feb 26, 2026

ImageNet-9 (test)

42.7Mask mIoU

3

Feb 26, 2026

31.9Mask mIoU

3

Feb 26, 2026

77.6Mask mIoU

3

Feb 26, 2026

46Mask mIoU

3

Feb 26, 2026

0.593Full Localization

2

Feb 26, 2026

Weighted Hausdorff Distance

88.1Precision

2

Feb 26, 2026

PASCAL VOC 2012 (val)

0.34mLoc (delta=0)

2

Feb 26, 2026

Plant dataset (test)

Weighted Hausdorff Distance

88.1Precision

1

Feb 26, 2026

Page 2 of 3

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CUB ImageNet COCO Pascal VOC VOC

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