activity
20212026
most citedPMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

60 citations · 127 across the 9 of their papers we have counts for

collaborators

9 papers

cs.LG2026

Bottleneck Tokens for Unified Multimodal Retrieval

Siyu Sun, Jing Ren, Zhaohe Liao +8

Adapting decoder-only multimodal large language models (MLLMs) for unified multimodal retrieval faces two structural gaps. First, existing methods rely on implicit pooling, which o…

cs.CV2025

Contrast-Unity for Partially-Supervised Temporal Sentence Grounding

Haicheng Wang, Chen Ju, Weixiong Lin +4

Temporal sentence grounding aims to detect event timestamps described by the natural language query from given untrimmed videos. The existing fully-supervised setting achieves grea…

cs.CV2024

Advancing Myopia To Holism: Fully Contrastive Language-Image Pre-training

Haicheng Wang, Chen Ju, Weixiong Lin +9

In rapidly evolving field of vision-language models (VLMs), contrastive language-image pre-training (CLIP) has made significant strides, becoming foundation for various downstream…

cs.LG2024

Prompt Tuning with Diffusion for Few-Shot Pre-trained Policy Generalization

Shengchao Hu, Wanru Zhao, Weixiong Lin +3

Offline reinforcement learning (RL) methods harness previous experiences to derive an optimal policy, forming the foundation for pre-trained large-scale models (PLMs). When encount…

cs.CL2024★ 7 cited

Towards Building Multilingual Language Model for Medicine

Pengcheng Qiu, Chaoyi Wu, Xiaoman Zhang +5

The development of open-source, multilingual medical language models can benefit a wide, linguistically diverse audience from different regions. To promote this domain, we present…

cs.CV2023★ 46 cited

Can GPT-4V(ision) Serve Medical Applications? Case Studies on GPT-4V for Multimodal Medical Diagnosis

Chaoyi Wu, Jiayu Lei, Qiaoyu Zheng +8

Driven by the large foundation models, the development of artificial intelligence has witnessed tremendous progress lately, leading to a surge of general interest from the public.…

cs.CV2023★ 60 cited

PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering

Xiaoman Zhang, Chaoyi Wu, Ziheng Zhao +4

Medical Visual Question Answering (MedVQA) presents a significant opportunity to enhance diagnostic accuracy and healthcare delivery by leveraging artificial intelligence to interp…

cs.CV2023★ 14 cited

PMC-CLIP: Contrastive Language-Image Pre-training using Biomedical Documents

Weixiong Lin, Ziheng Zhao, Xiaoman Zhang +4

Foundation models trained on large-scale dataset gain a recent surge in CV and NLP. In contrast, development in biomedical domain lags far behind due to data scarcity. To address t…

cs.CV2021

GnetSeg: Semantic Segmentation Model Optimized on a 224mW CNN Accelerator Chip at the Speed of 318FPS

Baohua Sun, Weixiong Lin, Hao Sha +1

Semantic segmentation is the task to cluster pixels on an image belonging to the same class. It is widely used in the real-world applications including autonomous driving, medical…