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cs.CV2026

VTI-CoT: Visual-Textual Interleaved Chain of Thought for Video Reasoning

Shufan Zhang, Ziyue Lin, Bairun Wang +4

Video reasoning aims to understand complex temporal events and causal relationships within videos. Recently, Chain-of-Thought (CoT) has been introduced to this field to enhance rea…

cs.CV2026

LabBuilder: Protocol-Grounded 3D Layout Generation for Interactable and Safe Laboratory

Jianbao Cao, Zhangrui Zhao, Bohan Feng +15

Automated laboratories hold the promise of accelerating scientific discovery, yet their deployment is bottlenecked by the difficulty of designing safe and executable environments.…

cs.CV2026

EruDiff: Refactoring Knowledge in Diffusion Models for Advanced Text-to-Image Synthesis

Xiefan Guo, Xinzhu Ma, Haoxiang Ma +2

Text-to-image diffusion models have achieved remarkable fidelity in synthesizing images from explicit text prompts, yet exhibit a critical deficiency in processing implicit prompts…

cs.CV2026

CTCal: Rethinking Text-to-Image Diffusion Models via Cross-Timestep Self-Calibration

Xiefan Guo, Xinzhu Ma, Haiyu Zhang +1

Recent advancements in text-to-image synthesis have been largely propelled by diffusion-based models, yet achieving precise alignment between text prompts and generated images rema…

cs.CV2025

Adaptive Dual Uncertainty Optimization: Boosting Monocular 3D Object Detection under Test-Time Shifts

Zixuan Hu, Dongxiao Li, Xinzhu Ma +4

Accurate monocular 3D object detection (M3OD) is pivotal for safety-critical applications like autonomous driving, yet its reliability deteriorates significantly under real-world d…

cs.CV2025

Consistent and Controllable Image Animation with Motion Linear Diffusion Transformers

Xin Ma, Yaohui Wang, Genyun Jia +3

Image animation has seen significant progress, driven by the powerful generative capabilities of diffusion models. However, maintaining appearance consistency with static input ima…