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most citedEfficient Face Super-Resolution via Wavelet-based Feature Enhancement Network

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cs.CV2026

FlashNormal: Detailed Surface Normal Estimation from Flash and No-Flash Images

Ruiyang Chen, Feiran Li, Heng Guo +1

High-quality surface normal estimation is preferred for detailed surface shape recovery and image editing. Existing single image-based methods, though being a practical setup, ofte…

cs.CV2026

OFGS: On-the-Fly Feed-Forward 3D Gaussian Splatting from Unposed Images

Ruiyang Chen, Feiran Li, Chu Zhou +3

Feed-forward 3D Gaussian Splatting (3DGS) enables efficient and high-fidelity novel view synthesis (NVS) from offline image sequences. However, achieving on-the-fly NVS from unpose…

cs.CV2026

NTIRE 2026 The Second Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results

Xin Li, Yeying Jin, Suhang Yao +95

This paper presents an overview of the NTIRE 2026 Second Challenge on Day and Night Raindrop Removal for Dual-Focused Images. Building upon the success of the first edition, this c…

cs.CV2026

PolarVLM: Bridging the Semantic-Physical Gap in Vision-Language Models

Yuliang Li, Chu Zhou, Heng Guo +3

Mainstream vision-language models (VLMs) fundamentally struggle with severe optical ambiguities, such as reflections and transparent objects, due to the inherent limitations of sta…

cs.CV2026

NRGS: Neural Regularization for Robust 3D Semantic Gaussian Splatting

Zaiyan Yang, Xinpeng Liu, Heng Guo +3

We propose a neural regularization method that refines the noisy 3D semantic field produced by lifting multi-view inconsistent 2D features, in order to obtain an accurate and robus…

cs.CV2026

High-Resolution Single-Shot Polarimetric Imaging Made Easy

Shuangfan Zhou, Chu Zhou, Heng Guo +4

Polarization-based vision has gained increasing attention for providing richer physical cues beyond RGB images. While achieving single-shot capture is highly desirable for practica…