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cs.CV2025

DynamicVerse: A Physically-Aware Multimodal Framework for 4D World Modeling

Kairun Wen, Yuzhi Huang, Runyu Chen +16

Understanding the dynamic physical world, characterized by its evolving 3D structure, real-world motion, and semantic content with textual descriptions, is crucial for human-agent…

cs.CV2025

Pan-LUT: Efficient Pan-sharpening via Learnable Look-Up Tables

Zhongnan Cai, Yingying Wang, Hui Zheng +10

Recently, deep learning-based pan-sharpening algorithms have achieved notable advancements over traditional methods. However, deep learning-based methods incur substantial computat…

cs.CV2025

Dissecting Generalized Category Discovery: Multiplex Consensus under Self-Deconstruction

Luyao Tang, Kunze Huang, Chaoqi Chen +5

Human perceptual systems excel at inducing and recognizing objects across both known and novel categories, a capability far beyond current machine learning frameworks. While genera…

cs.CV2025

JarvisArt: Liberating Human Artistic Creativity via an Intelligent Photo Retouching Agent

Yunlong Lin, Zixu Lin, Kunjie Lin +8

Photo retouching has become integral to contemporary visual storytelling, enabling users to capture aesthetics and express creativity. While professional tools such as Adobe Lightr…

cs.CV2025

Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline

Yuzhi Huang, Chenxin Li, Haitao Zhang +9

Video anomaly detection (VAD) is crucial in scenarios such as surveillance and autonomous driving, where timely detection of unexpected activities is essential. Although existing m…

cs.CV2025

FRN: Fractal-Based Recursive Spectral Reconstruction Network

Ge Meng, Zhongnan Cai, Ruizhe Chen +4

Generating hyperspectral images (HSIs) from RGB images through spectral reconstruction can significantly reduce the cost of HSI acquisition. In this paper, we propose a Fractal-Bas…