Continual Learning-Based Unified Model for Unpaired Image Restoration Tasks
Fuente:
arXiv
Saved in:
| Main Authors: | Kartheek, Kotha, Chowdary, Lingamaneni Gnanesh, Mukherjee, Snehasis |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SCoDA: Self-supervised Continual Domain Adaptation
by: Agrawal, Chirayu, et al.
Published: (2025)
by: Agrawal, Chirayu, et al.
Published: (2025)
Detection of Virus and Small Cell Patches in Foci Images Using Switchable Convolution and Feature Pyramid Networks
by: Singh, Amrita, et al.
Published: (2026)
by: Singh, Amrita, et al.
Published: (2026)
Scale-Invariant Object Detection by Adaptive Convolution with Unified Global-Local Context
by: Singh, Amrita, et al.
Published: (2024)
by: Singh, Amrita, et al.
Published: (2024)
Plantation Monitoring Using Drone Images: A Dataset and Performance Review
by: Karumanchi, Yashwanth, et al.
Published: (2025)
by: Karumanchi, Yashwanth, et al.
Published: (2025)
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration
by: Tang, Xiaole, et al.
Published: (2024)
by: Tang, Xiaole, et al.
Published: (2024)
Frequency Domain-Based Diffusion Model for Unpaired Image Dehazing
by: Liu, Chengxu, et al.
Published: (2025)
by: Liu, Chengxu, et al.
Published: (2025)
DocRes: A Generalist Model Toward Unifying Document Image Restoration Tasks
by: Zhang, Jiaxin, et al.
Published: (2024)
by: Zhang, Jiaxin, et al.
Published: (2024)
Versatile Cataract Fundus Image Restoration Model Utilizing Unpaired Cataract and High-quality Images
by: Gong, Zheng, et al.
Published: (2024)
by: Gong, Zheng, et al.
Published: (2024)
WeatherCycle: Unpaired Multi-Weather Restoration via Color Space Decoupled Cycle Learning
by: Fang, Wenxuan, et al.
Published: (2025)
by: Fang, Wenxuan, et al.
Published: (2025)
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration
by: Wu, Gang, et al.
Published: (2023)
by: Wu, Gang, et al.
Published: (2023)
Learning Unpaired Image Dehazing with Physics-based Rehazy Generation
by: Deng, Haoyou, et al.
Published: (2025)
by: Deng, Haoyou, et al.
Published: (2025)
Learning Implicit Neural Degradation Representation for Unpaired Image Dehazing
by: Fan, Shuaibin, et al.
Published: (2025)
by: Fan, Shuaibin, et al.
Published: (2025)
Balancing Uncertainty and Diversity of Samples: Leveraging Diversity of Least, High Confidence Samples for Effective Active Learning
by: Arya, Vipul, et al.
Published: (2026)
by: Arya, Vipul, et al.
Published: (2026)
Restore, Assess, Repeat: A Unified Framework for Iterative Image Restoration
by: Chen, I-Hsiang, et al.
Published: (2026)
by: Chen, I-Hsiang, et al.
Published: (2026)
BaryIR: Learning Multi-Source Unified Representation in Continuous Barycenter Space for Generalizable All-in-One Image Restoration
by: Tang, Xiaole, et al.
Published: (2025)
by: Tang, Xiaole, et al.
Published: (2025)
Controlling Vision-Language Models for Multi-Task Image Restoration
by: Luo, Ziwei, et al.
Published: (2023)
by: Luo, Ziwei, et al.
Published: (2023)
CycleDiff: Cycle Diffusion Models for Unpaired Image-to-image Translation
by: Zou, Shilong, et al.
Published: (2025)
by: Zou, Shilong, et al.
Published: (2025)
Unpaired Photo-realistic Image Deraining with Energy-informed Diffusion Model
by: Wen, Yuanbo, et al.
Published: (2024)
by: Wen, Yuanbo, et al.
Published: (2024)
Task-Guided Prompting for Unified Remote Sensing Image Restoration
by: Huang, Wenli, et al.
Published: (2026)
by: Huang, Wenli, et al.
Published: (2026)
Rethinking the Paradigm of Content Constraints in Unpaired Image-to-Image Translation
by: Cai, Xiuding, et al.
Published: (2022)
by: Cai, Xiuding, et al.
Published: (2022)
MedRAT: Unpaired Medical Report Generation via Auxiliary Tasks
by: Hirsch, Elad, et al.
Published: (2024)
by: Hirsch, Elad, et al.
Published: (2024)
Can Nano Banana 2 Replace Traditional Image Restoration Models? An Evaluation of Its Performance on Image Restoration Tasks
by: Sun, Weixiong, et al.
Published: (2026)
by: Sun, Weixiong, et al.
Published: (2026)
Contrastive-SDE: Guiding Stochastic Differential Equations with Contrastive Learning for Unpaired Image-to-Image Translation
by: Kotyada, Venkata Narendra, et al.
Published: (2025)
by: Kotyada, Venkata Narendra, et al.
Published: (2025)
Learning Image Demoireing from Unpaired Real Data
by: Zhong, Yunshan, et al.
Published: (2024)
by: Zhong, Yunshan, et al.
Published: (2024)
Unified Restoration-Perception Learning: Maritime Infrared-Visible Image Fusion and Segmentation
by: Cai, Weichao, et al.
Published: (2026)
by: Cai, Weichao, et al.
Published: (2026)
Divide and Restore: A Modular Task-Decoupled Framework for Universal Image Restoration
by: Wiekiera, Joanna, et al.
Published: (2026)
by: Wiekiera, Joanna, et al.
Published: (2026)
DSI2I: Dense Style for Unpaired Image-to-Image Translation
by: Ozaydin, Baran, et al.
Published: (2022)
by: Ozaydin, Baran, et al.
Published: (2022)
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation
by: Zhu, Lei, et al.
Published: (2025)
by: Zhu, Lei, et al.
Published: (2025)
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model
by: Xue, Minglong, et al.
Published: (2024)
by: Xue, Minglong, et al.
Published: (2024)
Continual Segmentation under Joint Nonstationarity
by: Pandey, Prashant, et al.
Published: (2026)
by: Pandey, Prashant, et al.
Published: (2026)
Learning Deblurring Texture Prior from Unpaired Data with Diffusion Model
by: Liu, Chengxu, et al.
Published: (2025)
by: Liu, Chengxu, et al.
Published: (2025)
Chain-of-Restoration: Multi-Task Image Restoration Models are Zero-Shot Step-by-Step Universal Image Restorers
by: Cao, Jin, et al.
Published: (2024)
by: Cao, Jin, et al.
Published: (2024)
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA Filters
by: Reddy, Kovvuri Sai Gopal, et al.
Published: (2024)
by: Reddy, Kovvuri Sai Gopal, et al.
Published: (2024)
Task-Specific Normalization for Continual Learning of Blind Image Quality Models
by: Zhang, Weixia, et al.
Published: (2021)
by: Zhang, Weixia, et al.
Published: (2021)
RefComp: A Reference-guided Unified Framework for Unpaired Point Cloud Completion
by: Yang, Yixuan, et al.
Published: (2025)
by: Yang, Yixuan, et al.
Published: (2025)
Exploiting Diffusion Prior for Task-driven Image Restoration
by: Kim, Jaeha, et al.
Published: (2025)
by: Kim, Jaeha, et al.
Published: (2025)
Structural Attention: Rethinking Transformer for Unpaired Medical Image Synthesis
by: Phan, Vu Minh Hieu, et al.
Published: (2024)
by: Phan, Vu Minh Hieu, et al.
Published: (2024)
ODCR: Orthogonal Decoupling Contrastive Regularization for Unpaired Image Dehazing
by: Wang, Zhongze, et al.
Published: (2024)
by: Wang, Zhongze, et al.
Published: (2024)
From Physical Degradation Models to Task-Aware All-in-One Image Restoration
by: Gao, Hu, et al.
Published: (2026)
by: Gao, Hu, et al.
Published: (2026)
Rethinking Real-world Image Deraining via An Unpaired Degradation-Conditioned Diffusion Model
by: Shen, Yiyang, et al.
Published: (2023)
by: Shen, Yiyang, et al.
Published: (2023)
Similar Items
-
SCoDA: Self-supervised Continual Domain Adaptation
by: Agrawal, Chirayu, et al.
Published: (2025) -
Detection of Virus and Small Cell Patches in Foci Images Using Switchable Convolution and Feature Pyramid Networks
by: Singh, Amrita, et al.
Published: (2026) -
Scale-Invariant Object Detection by Adaptive Convolution with Unified Global-Local Context
by: Singh, Amrita, et al.
Published: (2024) -
Plantation Monitoring Using Drone Images: A Dataset and Performance Review
by: Karumanchi, Yashwanth, et al.
Published: (2025) -
Residual-Conditioned Optimal Transport: Towards Structure-Preserving Unpaired and Paired Image Restoration
by: Tang, Xiaole, et al.
Published: (2024)