Cascaded Pyramid Network for Multi-Person Pose Estimation

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Multi-Person Pose Estimation	COCO	CPN+	AP	0.730	# 2
Keypoint Detection	COCO	CPN+	Test AP	73.0	# 7
Keypoint Detection	COCO test-challenge	CPN+	AR	78.7	# 3
Keypoint Detection	COCO test-challenge	CPN+	ARM	74.3	# 3
Keypoint Detection	COCO test-challenge	CPN+	AP	72.1	# 3
Keypoint Detection	COCO test-challenge	CPN+	AP50	90.5	# 3
Keypoint Detection	COCO test-challenge	CPN+	AP75	78.9	# 3
Keypoint Detection	COCO test-challenge	CPN+	APL	84.7	# 3
Keypoint Detection	COCO test-challenge	CPN+	AR50	94.7	# 3
Keypoint Detection	COCO test-challenge	CPN+	AR75	84.8	# 3
Keypoint Detection	COCO test-challenge	CPN+	ARL	78.1	# 3
Keypoint Detection	COCO test-dev	CPN	APL	77.2	# 6
Keypoint Detection	COCO test-dev	CPN	APM	68.7	# 7
Keypoint Detection	COCO test-dev	CPN	AP50	91.4	# 7
Keypoint Detection	COCO test-dev	CPN	AP75	80.0	# 7
Keypoint Detection	COCO test-dev	CPN	AR	78.5	# 6
Keypoint Detection	COCO test-dev	CPN	AR50	95.1	# 3
Keypoint Detection	COCO test-dev	CPN	AR75	85.3	# 4
Keypoint Detection	COCO test-dev	CPN	ARL	84.3	# 4
Keypoint Detection	COCO test-dev	CPN	ARM	74.2	# 4
Keypoint Detection	COCO test-dev	CPN+	APL	78.1	# 5
Keypoint Detection	COCO test-dev	CPN+	APM	69.5	# 6
Keypoint Detection	COCO test-dev	CPN+	AP50	91.7	# 6
Keypoint Detection	COCO test-dev	CPN+	AP75	80.9	# 6
Keypoint Detection	COCO test-dev	CPN+	AR	79.0	# 5
Keypoint Detection	COCO test-dev	CPN+	AR50	95.1	# 3
Keypoint Detection	COCO test-dev	CPN+	AR75	85.9	# 3
Keypoint Detection	COCO test-dev	CPN+	ARL	84.6	# 3
Keypoint Detection	COCO test-dev	CPN+	ARM	74.8	# 3
Pose Estimation	COCO test-dev	CPN	AP	72.1	# 10
Pose Estimation	COCO test-dev	CPN	AP50	91.4	# 7
Pose Estimation	COCO test-dev	CPN	AP75	80.0	# 9
Pose Estimation	COCO test-dev	CPN	APL	77.2	# 9
Pose Estimation	COCO test-dev	CPN	AR	78.5	# 7
Pose Estimation	COCO test-dev	CPN+ [6, 9]	AP	73.0	# 8
Pose Estimation	COCO test-dev	CPN+ [6, 9]	AP50	91.7	# 6
Pose Estimation	COCO test-dev	CPN+ [6, 9]	AP75	80.9	# 8
Pose Estimation	COCO test-dev	CPN+ [6, 9]	APL	78.1	# 8
Pose Estimation	COCO test-dev	CPN+ [6, 9]	AR	79.0	# 6

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cascaded-pyramid-network-for-multi-person/multi-person-pose-estimation-on-coco)](https://paperswithcode.com/sota/multi-person-pose-estimation-on-coco?p=cascaded-pyramid-network-for-multi-person)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cascaded-pyramid-network-for-multi-person/keypoint-detection-on-coco-test-challenge)](https://paperswithcode.com/sota/keypoint-detection-on-coco-test-challenge?p=cascaded-pyramid-network-for-multi-person)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cascaded-pyramid-network-for-multi-person/keypoint-detection-on-coco-test-dev)](https://paperswithcode.com/sota/keypoint-detection-on-coco-test-dev?p=cascaded-pyramid-network-for-multi-person)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cascaded-pyramid-network-for-multi-person/keypoint-detection-on-coco)](https://paperswithcode.com/sota/keypoint-detection-on-coco?p=cascaded-pyramid-network-for-multi-person)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/cascaded-pyramid-network-for-multi-person/pose-estimation-on-coco-test-dev)](https://paperswithcode.com/sota/pose-estimation-on-coco-test-dev?p=cascaded-pyramid-network-for-multi-person)`

The topic of multi-person pose estimation has been largely improved recently, especially with the development of convolutional neural network. However, there still exist a lot of challenging cases, such as occluded keypoints, invisible keypoints and complex background, which cannot be well addressed... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Multi-Person Pose Estimation	COCO	CPN+	AP	0.730	# 2	Compare
Keypoint Detection	COCO	CPN+	Test AP	73.0	# 7	Compare
Keypoint Detection	COCO test-challenge	CPN+	AR	78.7	# 3	Compare
			ARM	74.3	# 3	Compare
			AP	72.1	# 3	Compare
			AP50	90.5	# 3	Compare
			AP75	78.9	# 3	Compare
			APL	84.7	# 3	Compare
			AR50	94.7	# 3	Compare
			AR75	84.8	# 3	Compare
			ARL	78.1	# 3	Compare
Keypoint Detection	COCO test-dev	CPN	APL	77.2	# 6	Compare
			APM	68.7	# 7	Compare
			AP50	91.4	# 7	Compare
			AP75	80.0	# 7	Compare
			AR	78.5	# 6	Compare
			AR50	95.1	# 3	Compare
			AR75	85.3	# 4	Compare
			ARL	84.3	# 4	Compare
			ARM	74.2	# 4	Compare
Keypoint Detection	COCO test-dev	CPN+	APL	78.1	# 5	Compare
			APM	69.5	# 6	Compare
			AP50	91.7	# 6	Compare
			AP75	80.9	# 6	Compare
			AR	79.0	# 5	Compare
			AR50	95.1	# 3	Compare
			AR75	85.9	# 3	Compare
			ARL	84.6	# 3	Compare
			ARM	74.8	# 3	Compare
Pose Estimation	COCO test-dev	CPN	AP	72.1	# 10	Compare
			AP50	91.4	# 7	Compare
			AP75	80.0	# 9	Compare
			APL	77.2	# 9	Compare
			AR	78.5	# 7	Compare
Pose Estimation	COCO test-dev	CPN+ [6, 9]	AP	73.0	# 8	Compare
			AP50	91.7	# 6	Compare
			AP75	80.9	# 8	Compare
			APL	78.1	# 8	Compare
			AR	79.0	# 6	Compare

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