A Task-guided, Implicitly-searched and Meta-initialized Deep Model for Image Fusion

25 May 2023

ArXiv (abs)PDF HTML Github (30★)

Papers citing "A Task-guided, Implicitly-searched and Meta-initialized Deep Model for Image Fusion"

36 / 36 papers shown

Title
Robust Fusion Controller: Degradation-aware Image Fusion with Fine-grained Language Instructions Hao Zhang Yanping Zha Qingwei Zhuang Z. Shao Jiayi Ma 84 0 0 08 Apr 2025
Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond Guanyao Wu Haoyu Liu Hongming Fu Yichuan Peng Jinyuan Liu Xin-Yue Fan Risheng Liu 110 0 0 03 Mar 2025
Task-driven Image Fusion with Learnable Fusion Loss Haowen Bai Jiangshe Zhang Zixiang Zhao Yichen Wu Lilun Deng Yukun Cui Tao Feng Shuang Xu 182 2 0 04 Dec 2024
Infrared-Assisted Single-Stage Framework for Joint Restoration and Fusion of Visible and Infrared Images under Hazy Conditions Huafeng Li Jiaqi Fang Yafei Zhang Yu Liu 115 0 0 16 Nov 2024
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic Segmentation Zhu Liu Jinyuan Liu Ben-xi Zhang Long Ma Xin-Yue Fan Risheng Liu AAML 72 40 0 08 Aug 2023
Multi-interactive Feature Learning and a Full-time Multi-modality Benchmark for Image Fusion and Segmentation Jinyuan Liu Zhu Liu Guanyao Wu Long Ma Risheng Liu Wei Zhong Zhongxuan Luo Xin-Yue Fan 81 130 0 04 Aug 2023
Bilevel Fast Scene Adaptation for Low-Light Image Enhancement Long Ma Dian Jin Nan An Jinyuan Liu Xin-Yue Fan Risheng Liu 112 50 0 02 Jun 2023
LRRNet: A Novel Representation Learning Guided Fusion Network for Infrared and Visible Images Hui Li Tianyang Xu Xiaojun Wu Jiwen Lu J. Kittler 3DV 78 172 0 11 Apr 2023
DDFM: Denoising Diffusion Model for Multi-Modality Image Fusion Zixiang Zhao Hao Bai Yuanzhi Zhu Jiangshe Zhang Shuang Xu Yulun Zhang Peng Sun Deyu Meng Radu Timofte Luc Van Gool DiffM MedIm 67 145 0 13 Mar 2023
Hierarchical Optimization-Derived Learning Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 78 3 0 11 Feb 2023
CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion Zixiang Zhao Hao Bai Jiangshe Zhang Yulun Zhang Shuang Xu Zudi Lin Radu Timofte Luc Van Gool 82 328 0 26 Nov 2022
CoCoNet: Coupled Contrastive Learning Network with Multi-level Feature Ensemble for Multi-modality Image Fusion Jinyuan Liu Runji Lin Guanyao Wu Risheng Liu Zhongxuan Luo Xin-Yue Fan 122 114 0 20 Nov 2022
Optimization-Derived Learning with Essential Convergence Analysis of Training and Hyper-training Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 85 6 0 16 Jun 2022
Unsupervised Misaligned Infrared and Visible Image Fusion via Cross-Modality Image Generation and Registration Di Wang Jinyuan Liu Xin-Yue Fan Risheng Liu 137 178 0 24 May 2022
Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection Jinyuan Liu Xin-Yue Fan Zhanbo Huang Guanyao Wu Risheng Liu Wei Zhong Zhongxuan Luo 104 465 0 30 Mar 2022
Edge-aware Guidance Fusion Network for RGB Thermal Scene Parsing Wujie Zhou Shaohua Dong Caie Xu Yaguan Qian 68 93 0 09 Dec 2021
NAS-FCOS: Efficient Search for Object Detection Architectures Ning Wang Yang Gao Hao Chen Peng Wang Zhi Tian Chunhua Shen Yanning Zhang ObjD 89 19 0 24 Oct 2021
Value-Function-based Sequential Minimization for Bi-level Optimization Risheng Liu Xuan Liu Shangzhi Zeng Jin Zhang Yixuan Zhang 76 31 0 11 Oct 2021
Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond Risheng Liu Yaohua Liu Shangzhi Zeng Jin Zhang 99 83 0 01 Oct 2021
A Value-Function-based Interior-point Method for Non-convex Bi-level Optimization Risheng Liu Xuan Liu Xiaoming Yuan Shangzhi Zeng Jin Zhang 71 80 0 15 Jun 2021
RFN-Nest: An end-to-end residual fusion network for infrared and visible images Hui Li Xiaojun Wu J. Kittler 58 694 0 07 Mar 2021
A General Descent Aggregation Framework for Gradient-based Bi-level Optimization Risheng Liu Pan Mu Xiaoming Yuan Shangzhi Zeng Jin Zhang AI4CE 89 36 0 16 Feb 2021
Investigating Bi-Level Optimization for Learning and Vision from a Unified Perspective: A Survey and Beyond Risheng Liu Jiaxin Gao Jin Zhang Deyu Meng Zhouchen Lin AI4CE 138 229 0 27 Jan 2021
Retinex-inspired Unrolling with Cooperative Prior Architecture Search for Low-light Image Enhancement Risheng Liu Long Ma Jiaao Zhang Xin-Yue Fan Zhongxuan Luo 97 585 0 10 Dec 2020
Optimization-Inspired Learning with Architecture Augmentations and Control Mechanisms for Low-Level Vision Risheng Liu Zhu Liu Pan Mu Xin-Yue Fan Zhongxuan Luo 54 5 0 10 Dec 2020
NestFuse: An Infrared and Visible Image Fusion Architecture based on Nest Connection and Spatial/Channel Attention Models Hui Li Xiaojun Wu Tariq S. Durrani 66 493 0 01 Jul 2020
Efficient and Model-Based Infrared and Visible Image Fusion Via Algorithm Unrolling Zixiang Zhao Shuang Xu Jiangshe Zhang Chengyang Liang Chunxia Zhang Junmin Liu 17 3 0 12 May 2020
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond Risheng Liu Zi Li Xin-Yue Fan Chenying Zhao Hao Huang Zhongxuan Luo 3DH 59 32 0 30 Apr 2020
DIDFuse: Deep Image Decomposition for Infrared and Visible Image Fusion Zixiang Zhao Shuang Xu Chunxia Zhang Junmin Liu Pengfei Li Jiangshe Zhang 104 223 0 20 Mar 2020
Task-Oriented Convex Bilevel Optimization with Latent Feasibility Risheng Liu Long Ma Xiaoming Yuan Shangzhi Zeng Jin Zhang 41 10 0 06 Jul 2019
NAS-FPN: Learning Scalable Feature Pyramid Architecture for Object Detection Golnaz Ghiasi Nayeon Lee Ruoming Pang Quoc V. Le ObjD 72 1,397 0 16 Apr 2019
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,361 0 24 Jun 2018
DenseFuse: A Fusion Approach to Infrared and Visible Images Hui Li Xiaojun Wu 147 1,270 0 23 Apr 2018
An Unsupervised Learning Model for Deformable Medical Image Registration Guha Balakrishnan Amy Zhao M. Sabuncu John Guttag Adrian Dalca 85 628 0 07 Feb 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 823 11,937 0 09 Mar 2017
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 413 43,777 0 01 May 2014