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cs.CV2026

Video-ToC: Video Tree-of-Cue Reasoning

Qizhong Tan, Zhuotao Tian, Guangming Lu +2

Existing Video Large Language Models (Video LLMs) struggle with complex video understanding, exhibiting limited reasoning capabilities and potential hallucinations. In particular,…

cs.CV2026

Too Vivid to Be Real? Benchmarking and Calibrating Generative Color Fidelity

Zhengyao Fang, Zexi Jia, Yijia Zhong +5

Recent advances in text-to-image (T2I) generation have greatly improved visual quality, yet producing images that appear visually authentic to real-world photography remains challe…

cs.CV2026

DiffTrans: Differentiable Geometry-Materials Decomposition for Reconstructing Transparent Objects

Changpu Li, Shuang Wu, Songlin Tang +3

Reconstructing transparent objects from a set of multi-view images is a challenging task due to the complicated nature and indeterminate behavior of light propagation. Typical meth…

cs.CV2025

EditInfinity: Image Editing with Binary-Quantized Generative Models

Jiahuan Wang, Yuxin Chen, Jun Yu +2

Adapting pretrained diffusion-based generative models for text-driven image editing with negligible tuning overhead has demonstrated remarkable potential. A classical adaptation pa…

cs.CV2025

2D Gaussian Splatting with Semantic Alignment for Image Inpainting

Hongyu Li, Chaofeng Chen, Xiaoming Li +1

Gaussian Splatting (GS), a recent technique for converting discrete points into continuous spatial representations, has shown promising results in 3D scene modeling and 2D image su…

cs.CV2025

Enhancing Spatial Reasoning in Multimodal Large Language Models through Reasoning-based Segmentation

Zhenhua Ning, Zhuotao Tian, Shaoshuai Shi +4

Recent advances in point cloud perception have demonstrated remarkable progress in scene understanding through vision-language alignment leveraging large language models (LLMs). Ho…