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Papers Benchmarks Datasets Tasks

COCO dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

COCO

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Instance Segmentation

COCO

59.2mAP

183

Human Pose Estimation

COCO 2017 (test-dev)

78.3AP

180

Concept Attribution

COCO

55Average Attribution F1

178

Few-Shot Semantic Segmentation

COCO-20i

75.8mIoU

178

Few-shot Segmentation

COCO 20^i (test)

60mIoU

174

Panoptic Segmentation

COCO (test-dev)

56.2PQ

162

Text-to-Image Retrieval

COCO

70.2Recall@1

161

Image-to-Text Retrieval

COCO

85.4R@1

152

Semantic Segmentation

COCO Object

64.65mIoU

147

Object Detection

COCO

61.9mAP

137

Object Detection

COCO mini (val)

62.5AP

132

Image Captioning

COCO

154.9CIDEr

130

Image-to-text Retrieval

MS-COCO (test)

80.6R@1

127

Image Reconstruction

COCO 2017 (val)

33.6PSNR

123

Semantic Segmentation

COCO

67.4mIoU

119

Visual Question Answering

COCO

68Score

106

Text-to-image generation

COCO

5.74FID

104

Multi-Person Pose Estimation

COCO (test-dev)

79.2AP

101

Semantic Segmentation

COCO Object (val)

0.676mIoU

101

Multi-person Pose Estimation

COCO 2017 (test-dev)

78.1AP

99

Watermark extraction

COCO

99Bit Accuracy

98

Few-shot Semantic Segmentation

COCO 5-shot 20i

58.9mIoU

98

Image-to-Text Retrieval

MSCOCO (1K test)

85.4R@1

96

Few-shot Semantic Segmentation

COCO 20i 1-shot

53.9mIoU (Overall)

93

Semantic Segmentation

COCO Stuff-27 (val)

2,820mIoU

92

Page 2 of 57

Popular tasks

Object Detection Image Captioning Instance Segmentation Semantic segmentation Text-to-Image Generation

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