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cs.CV2025

Chimera: Compositional Image Generation using Part-based Concepting

Shivam Singh, Yiming Chen, Agneet Chatterjee +4

Personalized image generative models are highly proficient at synthesizing images from text or a single image, yet they lack explicit control for composing objects from specific pa…

cs.CV2025

DeepShade: Enable Shade Simulation by Text-conditioned Image Generation

Longchao Da, Xiangrui Liu, Mithun Shivakoti +3

Heatwaves pose a significant threat to public health, especially as global warming intensifies. However, current routing systems (e.g., online maps) fail to incorporate shade infor…

cs.CV2025

Investigating VLM Hallucination from a Cognitive Psychology Perspective: A First Step Toward Interpretation with Intriguing Observations

Xiangrui Liu, Man Luo, Agneet Chatterjee +3

Hallucination is a long-standing problem that has been actively investigated in Vision-Language Models (VLMs). Existing research commonly attributes hallucinations to technical lim…

cs.CV2025

VOCAL: Visual Odometry via ContrAstive Learning

Chi-Yao Huang, Zeel Bhatt, Yezhou Yang

Breakthroughs in visual odometry (VO) have fundamentally reshaped the landscape of robotics, enabling ultra-precise camera state estimation that is crucial for modern autonomous sy…

cs.LG2025

Foundation Model in Biomedicine

Xiangrui Liu, Yuanyuan Zhang, Qianyu Shang +14

Foundation models, first introduced in 2021, refer to large-scale pretrained models (e.g., large language models (LLMs) and vision-language models (VLMs)) that learn from extensive…