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cs.CV2026

A Generalist Foundation Model for Total-body PET/CT Enables Diagnostic Reporting and System-wide Metabolic Profiling

Wei Chen, Liang Wu, Shuyi Lu +10

Total-body PET/CT enables system-wide molecular imaging, but heterogeneous anatomical and metabolic signals, approximately 2 m axial coverage, and structured radiology semantics ch…

cs.CV2025

A Training-Free Framework for Open-Vocabulary Image Segmentation and Recognition with EfficientNet and CLIP

Ying Dai, Wei Yu Chen

This paper presents a novel training-free framework for open-vocabulary image segmentation and object recognition (OVSR), which leverages EfficientNetB0, a convolutional neural net…

cs.CV2024

LoTLIP: Improving Language-Image Pre-training for Long Text Understanding

Wei Wu, Kecheng Zheng, Shuailei Ma +7

Understanding long text is of great demands in practice but beyond the reach of most language-image pre-training (LIP) models. In this work, we empirically confirm that the key rea…

cs.CV2024

MePT: Multi-Representation Guided Prompt Tuning for Vision-Language Model

Xinyang Wang, Yi Yang, Minfeng Zhu +3

Recent advancements in pre-trained Vision-Language Models (VLMs) have highlighted the significant potential of prompt tuning for adapting these models to a wide range of downstream…

cs.CV2024

Paying More Attention to Image: A Training-Free Method for Alleviating Hallucination in LVLMs

Shi Liu, Kecheng Zheng, Wei Chen

Existing Large Vision-Language Models (LVLMs) primarily align image features of vision encoder with Large Language Models (LLMs) to leverage their superior text generation capabili…