2D Object Detection on PeopleArt

Metric: mAP@0.5 (higher is better)

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#	Model↕	mAP@0.5▼	Augmentations	Paper	Date↕	Code
1	PVT (Pyramid Vision Transformer; trained on PeopleArt and PopArt)	80.5	Yes	Poses of People in Art: A Data Set for Human Pos...	2023-01-12	-
2	TOOD (Task-aligned One-stage Object Detection; trained on PeopleArt and PoPArt)	78	Yes	Poses of People in Art: A Data Set for Human Pos...	2023-01-12	-
3	PVT (Pyramid Vision Transformer)	76	No	Poses of People in Art: A Data Set for Human Pos...	2023-01-12	-
4	TOOD (Task-aligned One-stage Object Detection)	75	No	Poses of People in Art: A Data Set for Human Pos...	2023-01-12	-
5	FasterRCNN (trained on StyleCOCO)	68	No	Improving Object Detection in Art Images Using O...	2021-02-12	Code
6	Fast R-CNN	59	No	Detecting People in Artwork with CNNs	2016-10-27	Code

#1PVT (Pyramid Vision Transformer; trained on PeopleArt and PopArt)SOTA
80.5
mAP@0.5· Augmentations· 2023-01-12
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History
#2TOOD (Task-aligned One-stage Object Detection; trained on PeopleArt and PoPArt)
78
mAP@0.5· Augmentations· 2023-01-12
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History
#3PVT (Pyramid Vision Transformer)
76
mAP@0.5· 2023-01-12
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History
#4TOOD (Task-aligned One-stage Object Detection)
75
mAP@0.5· 2023-01-12
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History
#5FasterRCNN (trained on StyleCOCO)SOTA
68
mAP@0.5· 2021-02-12
Improving Object Detection in Art Images Using Only Style Transfer Code
#6Fast R-CNNSOTA
59
mAP@0.5· 2016-10-27
Detecting People in Artwork with CNNs Code