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cs.CV2025

Visual Alignment of Medical Vision-Language Models for Grounded Radiology Report Generation

Sarosij Bose, Ravi K. Rajendran, Biplob Debnath +3

Radiology Report Generation (RRG) is a critical step toward automating healthcare workflows, facilitating accurate patient assessments, and reducing the workload of medical profess…

cs.RO2025

Towards Generalizable Safety in Crowd Navigation via Conformal Uncertainty Handling

Jianpeng Yao, Xiaopan Zhang, Yu Xia +3

Mobile robots navigating in crowds trained using reinforcement learning are known to suffer performance degradation when faced with out-of-distribution scenarios. We propose that b…

cs.CV2025

Leveraging Synthetic Adult Datasets for Unsupervised Infant Pose Estimation

Sarosij Bose, Hannah Dela Cruz, Arindam Dutta +3

Human pose estimation is a critical tool across a variety of healthcare applications. Despite significant progress in pose estimation algorithms targeting adults, such developments…

cs.RO2025

SeGuE: Semantic Guided Exploration for Mobile Robots

Cody Simons, Aritra Samanta, Amit K. Roy-Chowdhury +1

The rise of embodied AI applications has enabled robots to perform complex tasks which require a sophisticated understanding of their environment. To enable successful robot operat…

cs.CV2025

Uncertainty-Aware Diffusion Guided Refinement of 3D Scenes

Sarosij Bose, Arindam Dutta, Sayak Nag +4

Reconstructing 3D scenes from a single image is a fundamentally ill-posed task due to the severely under-constrained nature of the problem. Consequently, when the scene is rendered…

cs.LG2025

Preference VLM: Leveraging VLMs for Scalable Preference-Based Reinforcement Learning

Udita Ghosh, Dripta S. Raychaudhuri, Jiachen Li +2

Preference-based reinforcement learning (RL) offers a promising approach for aligning policies with human intent but is often constrained by the high cost of human feedback. In thi…