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Papers Benchmarks Datasets Tasks

COCO dataset and benchmarks – Page 26 · SOTA2 Research

Research Datasets

COCO

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Incremental Object Detection

COCO 40-20 x 2 2017

42.3Score (60-80)

9

Object Detection

COCO Setting 3

54.7mAP

9

Object Detection

COCO Setting 2

54.7mAP

9

COCO (test)

28.18PSNR

9

Image Captioning

COCO (test)

0.518ROUGE-1

9

Object Detection

COCO zero-shot 2017

34.4Novel AP

9

Benign Image Generation Preservation

COCO Prompts 2017

26.52CLIP Score

9

Image Generation

COCO prompts 2017

1.38Average Latency (s)

9

Object Unlearning

COCO-10k Tench concept v1.4 base model (val)

100ASR1

9

Object Unlearning

COCO 10k Parachute concept base model v1.4 (val)

1ASR1

9

Object Unlearning

COCO-10k Garbage Truck concept base model v1.4 (val)

100ASR 1

9

MS COCO 2014 (test)

23.81Deliberate R@1

9

Depth Estimation

COCO (val)

61.32δ1

9

Object Detection

COCO Novel Base All 2017

58.7AP Novel

9

Human Pose Estimation

COCO 2017

73.7AP

9

Layout-controllable Generation

COCO-MIG

42.38SR

9

Image-Text Retrieval

MS COCO

52.7Recall@1

9

Object Detection

COCO 2014 (val)

44.2AP75

9

Image Captioning

COCO 2014 (val)

120.1CIDEr (top-k)

9

COCO 2017 (val)

57.32FID

9

Generalized Few-shot Segmentation

COCO 20 1-shot i

54.71Base mIoU

9

Instance Segmentation

COCO-C

78.86mIoU (Brit)

9

Instance Segmentation

COCO 2017 (test)

81.5AP (Box)

9

Object Detection

COCO

45.2Box AP

9

One-shot semantic segmentation

COCO-20i (novel)

56.3F-Score (Fold 0)

9

Page 26 of 57

Popular tasks

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

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