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Papers Benchmarks Datasets Tasks

VOC dataset and benchmarks – Page 6 · SOTA2 Research

Research Datasets

VOC

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Open-Set Object Detection

VOC close-set baseline

80.1mAPK

6

Image Classification

VOC

87.4mAP

6

Multi-object discovery

VOC 2012 (trainval)

24.9AP50

6

Object Classification

VOC 2007 (test)

74.56Accuracy (k=1)

6

Single-object Colocalization

VOC all 2007

48.7CorLoc

6

VOC (Lighting variant)

72.8mIoU

5

VOC Clean

73.5mIoU

5

VOC 2012

85.61Pixel Accuracy

5

VOC 2012 v1 (test)

80.6mIoU

5

Single-object colocalization

VOC all

45.8CorLoc

5

Single-object colocalization

VOC 6x2

73.6CorLoc

5

Single-object Colocalization

VOC_6x2 2007

76.1CorLoc

5

Action Classification

VOC 2012

84mAP

5

Semantic Segmentation

VOC aug

76.04mIoU

4

Attribution Analysis

VOC

52.2TDD

4

Attribution Faithfulness

VOC 2-class

0.931LIF

4

Visual Servoing

VOC 2012 (test)

100SR (%)

4

Object Detection

VOC (val)

134,899Label Count

4

Image neighbor retrieval

VOC 07

72CorRet

4

Object Discovery

VOC noh 2012 (trainval)

57.5CorLoc

4

Multi-object Discovery

VOC 12

42.4Recall

4

Single-object Colocalization

VOC 2012

51.1CorLoc

4

Object Discovery

VOC all (mixed)

39.8CorLoc

4

Panoptic Segmentation

VOC 2012 (val)

63.1PQ

4

Object Proposal

VOC 2007 (test)

63.3Object Energy

4

Page 6 of 7

Popular tasks

Object Detection Semantic segmentation Image Classification Multi-Label Classification Object Discovery

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