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Papers Benchmarks Datasets Tasks

Pascal VOC dataset and benchmarks – Page 19 · SOTA2 Research

Research Datasets

Pascal VOC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Object Detection

Noisy Pascal VOC (NR 60%) → Clipart1k

33AP (Aero)

5

Object Detection

Noisy Pascal VOC (NR 20%) → Clipart1k 2007+2012 (test)

34AP (Aeroplane)

5

Object Detection

PASCAL VOC Novel classes 2007 (test)

88.1Cow

5

Object Detection

PASCAL VOC Base classes 2007 (test)

59.7AP (Plant)

5

Semantic Segmentation

PASCAL VOC fine annotated 2012

78.54mIoU

5

Semantic Segmentation Efficiency

PASCAL VOC (test)

84.2mIoU

5

Co-localization

PASCAL VOC 2012

77.9Aero

5

Keypoint Localization

PASCAL VOC 2012

66Aero Acc

5

Keypoint Transfer

PASCAL VOC 12 (test)

73.2PCK (Horse)

5

Semantic Segmentation

PASCAL VOC

86.3mIoU (1/16)

4

Image Segmentation

Pascal VOC

90.3Accuracy

4

Unsupervised Object Discovery

PASCAL VOC 2007 (test)

30.8CorLoc

4

Object Detection

Pascal VOC cross-task from Pascal-5i folds 2012 (4-fold cross-validation)

43.4mIoU (Fold 0)

4

Multi-label Classification

PASCAL VOC

94.5mAP

4

Object Discovery

Pascal VOC (val)

50.4mBOi

4

Semantic-level Referring Expression Segmentation

Pascal VOC 11 (val)

78.2gIoU

4

3D Animal Reconstruction

PASCAL VOC Horses 10 (test)

53.9KT-PCK@0.1

4

Object Detection

PASCAL VOC (10%)

43.6mAP

4

Generalized Few-Shot Semantic Segmentation

PASCAL VOC (Fold 3)

24.68Novel mIoU

4

Generalized Few-Shot Semantic Segmentation

PASCAL VOC (Fold 2)

30.06Novel mIoU

4

Generalized Few-Shot Semantic Segmentation

PASCAL VOC (Fold 1)

45.95Novel mIoU

4

Generalized Few-Shot Semantic Segmentation

PASCAL VOC (Fold 0)

27.64Novel mIoU

4

Pseudo Mask Generation

PASCAL VOC 2012 (train aug)

0.3Inference Time

4

Weakly Supervised Semantic Segmentation

PASCAL VOC (val)

66.7mIoU

4

Object Localization

PASCAL VOC 2012 (train)

67.3Precision

4

Page 19 of 21

Popular tasks

Semantic segmentation Object Detection Open Vocabulary Semantic Segmentation Continual Semantic Segmentation Image Classification

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