DarkIR: Robust Low-Light Image Restoration
Daniel Feijoo, Juan C. Benito, Álvaro García, Marcos V. Conde
2025年份
16顶会引用
摘要
Low-light and Blurry (↓Noise) RetinexFormer [3] fails with Blur DarkIR (Ours) Low-light and Noisy (↓Blur) LEDNet [65] fails with Noise DarkIR (Ours) Figure 1. Previous Low-light Image Enhancement (LLIE) and restoration methods are not robust to blur and illumination changes. Our multi-task model is able to restore real low-light images under varying illumination, noise and blur conditions. Zoom-in to see details.
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引用它的顶会 Paper16
- Bio-Inspired Image RestorationYuning Cui, Wenqi Ren, Alois KnollNeurIPS 2025 · 被引用 21 次
- FRBNet: Revisiting Low-Light Vision through Frequency-Domain Radial Basis NetworkFangtong Sun, Congyu Li, Ke Yang, Yuchen Pan 等NeurIPS 2025 · 被引用 4 次
- Pansharpening for Thin-Cloud Contaminated Remote Sensing Images: A Unified Framework and Benchmark DatasetSongcheng Du, Yang Zou, Jiaxin Li, Mingxuan Liu 等AAAI 2026 · 被引用 3 次
- EgoXtreme: A Dataset for Robust Object Pose Estimation in Egocentric Views under Extreme ConditionsTaegyoon Yoon, Yegyu Han, Seojin Ji, Jaewoo Park 等CVPR 2026 · 被引用 3 次
- SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image RestorationTongshun Zhang, Pingping Liu, Zijian Zhang, Qiuzhan ZhouAAAI 2026 · 被引用 2 次
它引用的顶会 Paper24
- Restormer: Efficient Transformer for High-Resolution Image RestorationSyed Waqas Zamir, Aditya Arora, Salman Khan, Munawar Hayat 等CVPR 2022 · 被引用 3,348 次
- Uformer: A General U-Shaped Transformer for Image RestorationZhendong Wang, Xiaodong Cun, Jianmin Bao, Wengang Zhou 等CVPR 2022 · 被引用 1,970 次
- MUSIQ: Multi-scale Image Quality TransformerJunjie Ke, Qifei Wang, Yilin Wang, Peyman Milanfar 等ICCV 2021 · 被引用 1,325 次
- MetaFormer is Actually What You Need for VisionWeihao Yu, Mi Luo, Pan Zhou, Chenyang Si 等CVPR 2022 · 被引用 1,114 次
- DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterOrest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang WangICCV 2019 · 被引用 1,100 次
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