Awesome HDR Deghosting

A curated list of multi-frame HDR deghosting resources.

Paper

Year	Published	Paper	Code / Project Page	Keywords
2022	ECCV	Ghost-free High Dynamic Range Imaging with Context-aware Transformer	MegEngine PyTorch	Transformer-based solution
2022	CVPRW	NTIRE 2022 Challenge on High Dynamic Range Imaging: Methods and Results	-	Review of the NTIRE 2022 HDR Challenge
2021	arXiv	Deep Learning for HDR Imaging: State-of-the-Art and Future Trends	-	Survey
2021	CVPR	Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting	-	Few-shot
2021	CVPRW	NTIRE 2021 Challenge on High Dynamic Range Imaging: Dataset, Methods and Results	-	Review of the NTIRE 2021 HDR Challenge
2021	CVPRW	ADNet: Attention-guided Deformable Convolutional Network for High Dynamic Range Imaging	PyTorch	The winning method of the NTIRE 2021 HDR Challenge
2021	TIP	HDR-GAN: HDR image reconstruction from multi-exposed ldr images with large motions	Tensorflow	GAN-based
2021	ACM MM	Progressive and Selective Fusion Network for High Dynamic Range Imaging	-	-
2020	TIP	Deep HDR Imaging via A Non-local Network	-	Non-local
2020	ECCV	Towards Practical and Efficient High-Resolution HDR Deghosting with CNN	-	Practical and Efficient solution
2019	CVPR	Attention-guided Network for Ghost-free High Dynamic Range Imaging	PyTorch	Attention-based
2019	WACV	Multi-scale dense networks for deep high dynamic range imaging	-	-
2018	ECCV	Deep High Dynamic Range Imaging with Large Foreground Motions	Tensorflow	Non-flow based
2017	SIGGRAPH	Deep High Dynamic Range Imaging of Dynamic Scenes	Matlab	The first DL-based solution

Dataset

Dataset	Amount	Usage	GT	Resolution
Prabhakar et al. 2019	582	train (366) + test (116)	Y	1500x1125
Kalantari et al. 2017	89	train (74) + test (15)	Y	1500x1000
Tursun et al. 2016	16	test	N	1024x682
Sen et al. 2012	8	test	N	1350x900