TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Pose Transfer	Deep-Fashion	Deformable GAN	SSIM	0.756	# 6
Pose Transfer	Deep-Fashion	Deformable GAN	IS	3.439	# 2
Pose Transfer	Deep-Fashion	Deformable GAN	LPIPS	0.233	# 1
Pose Transfer	Deep-Fashion	Deformable GAN	Retrieval Top10 Recall	30.07	# 2
Gesture-to-Gesture Translation	NTU Hand Digit	PoseGAN	PSNR	29.5471	# 4
Gesture-to-Gesture Translation	NTU Hand Digit	PoseGAN	IS	2.4017	# 5
Gesture-to-Gesture Translation	NTU Hand Digit	PoseGAN	AMT	9.3	# 3
Gesture-to-Gesture Translation	Senz3D	PoseGAN	PSNR	27.3014	# 3
Gesture-to-Gesture Translation	Senz3D	PoseGAN	IS	3.2147	# 5
Gesture-to-Gesture Translation	Senz3D	PoseGAN	AMT	8.6	# 3

🦡 Badges

Include the markdown at the top of your GitHub README.md file to showcase the performance of the model.

Badges are live and will be dynamically updated with the latest ranking of this paper.

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deformable-gans-for-pose-based-human-image/gesture-to-gesture-translation-on-ntu-hand)](https://paperswithcode.com/sota/gesture-to-gesture-translation-on-ntu-hand?p=deformable-gans-for-pose-based-human-image)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deformable-gans-for-pose-based-human-image/gesture-to-gesture-translation-on-senz3d)](https://paperswithcode.com/sota/gesture-to-gesture-translation-on-senz3d?p=deformable-gans-for-pose-based-human-image)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/deformable-gans-for-pose-based-human-image/pose-transfer-on-deep-fashion)](https://paperswithcode.com/sota/pose-transfer-on-deep-fashion?p=deformable-gans-for-pose-based-human-image)`

Deformable GANs for Pose-based Human Image Generation

CVPR 2018 • Aliaksandr Siarohin • Enver Sangineto • Stephane Lathuiliere • Nicu Sebe

In this paper we address the problem of generating person images conditioned on a given pose. Specifically, given an image of a person and a target pose, we synthesize a new image of that person in the novel pose... (read more)

PDF Abstract CVPR 2018 PDF CVPR 2018 Abstract

Code

Add Remove Mark official

AliaksandrSiarohin/pose-gan official

299

Tasks

Add Remove

GESTURE-TO-GESTURE TRANSLATION

IMAGE GENERATION

IMAGE-TO-IMAGE TRANSLATION

POSE TRANSFER

Datasets

Market-1501

DeepFashion

Results from the Paper

Edit

Ranked #5 on Gesture-to-Gesture Translation on NTU Hand Digit

Get a GitHub badge

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Pose Transfer	Deep-Fashion	Deformable GAN	SSIM	0.756	# 6	Compare
			IS	3.439	# 2	Compare
			LPIPS	0.233	# 1	Compare
			Retrieval Top10 Recall	30.07	# 2	Compare
Gesture-to-Gesture Translation	NTU Hand Digit	PoseGAN	PSNR	29.5471	# 4	Compare
			IS	2.4017	# 5	Compare
			AMT	9.3	# 3	Compare
Gesture-to-Gesture Translation	Senz3D	PoseGAN	PSNR	27.3014	# 3	Compare
			IS	3.2147	# 5	Compare
			AMT	8.6	# 3	Compare

Methods used in the Paper

Add Remove

METHOD	TYPE
🤖 No Methods Found	Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet

Edit Social Preview

Deformable GANs for Pose-based Human Image Generation Edit social preview

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit

Methods used in the Paper Edit Add Remove