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Duosheng Chen

3 accepted papers

2025

FlareX: A Physics-Informed Dataset for Lens Flare Removal via 2D Synthesis and 3D Rendering

NeurIPS 2025poster

Lens flare occurs when shooting towards strong light sources, significantly degrading the visual quality of images. Due to the difficulty in capturing flare-corrupted and flare-free image pairs in the real world, existing datasets are typically synthesized in 2D by overlaying artificial flare templa…

Cited by 0SourceScholar
2024

Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration

CVPR 2024poster

Transformer-based approaches have achieved promising performance in image restoration tasks given their ability to model long-range dependencies which is crucial for recovering clear images. Though diverse efficient attention mechanism designs have addressed the intensive computations associated wit…

2024

Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration

ECCV 2024poster

"How to explore useful features from images as prompts to guide the deep image restoration models is an effective way to solve image restoration. In contrast to mining spatial relations within images as prompt, which leads to characteristics of different frequencies being neglected and further remai…