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20172022
most citedRetinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement

60 citations · 205 across the 15 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.CV202238 cited

Semantic-aware Texture-Structure Feature Collaboration for Underwater Image Enhancement

Di Wang, Long Ma, Risheng Liu +1

Underwater image enhancement has become an attractive topic as a significant technology in marine engineering and aquatic robotics. However, the limited number of datasets and impe…

cs.CV20222 cited

Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration

Di Wang, Jinyuan Liu, Xin Fan +1

Recent learning-based image fusion methods have marked numerous progress in pre-registered multi-modality data, but suffered serious ghosts dealing with misaligned multi-modality d…

cs.LG20223 cited

Revisiting GANs by Best-Response Constraint: Perspective, Methodology, and Application

Risheng Liu, Jiaxin Gao, Xuan Liu +1

In past years, the minimax type single-level optimization formulation and its variations have been widely utilized to address Generative Adversarial Networks (GANs). Unfortunately,…

math.OC20221 cited

Towards Extremely Fast Bilevel Optimization with Self-governed Convergence Guarantees

Risheng Liu, Xuan Liu, Wei Yao +2

Gradient methods have become mainstream techniques for Bi-Level Optimization (BLO) in learning and vision fields. The validity of existing works heavily relies on solving a series…

cs.CV202231 cited

Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection

Jinyuan Liu, Xin Fan, Zhanbo Huang +4

This study addresses the issue of fusing infrared and visible images that appear differently for object detection. Aiming at generating an image of high visual quality, previous ap…