Peng Xia		HOME \|	RESEARCH \|	CV

📝Publications & Preprints

* indicates equal contribution; ^† indicates corresponding authorship.

MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models.
P. Xia, K. Zhu, H. Li, T. Wang, W. Shi, L. Zhang, J. Zou, H Yao.
arXiv preprint, 2024.
the short version is presented in NeurIPS 2024 Workshop on Adaptive Foundation Models and Safe Generative AI.
Paper · Code

Massive Multimodal Interleaved Comprehension Benchmark For Large Vision-Language Models.
P. Xia*, S. Han*, S. Qiu*, Y. Zhou, Z. Wang, W. Zheng, Z. Chen, C. Cui, M. Ding, L. Li, L. Wang, H Yao.
arXiv preprint, 2024.
the short version is presented in NeurIPS 2024 Workshop on Adaptive Foundation Models.
Paper · Code

RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models.
P. Xia*, K. Zhu*, H. Li, H. Zhu, Y. Li, G. Li, L. Zhang, H. Yao.
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024.
Paper · Code

CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models.
P. Xia, Z. Chen, J. Tian*, Y. Gong*, R. Hou, Y. Xu, Z. Wu, Z. Fan, Y. Zhou, K. Zhu, W. Zheng, Z. Wang, X. Wang, X. Zhang, C. Bansal, M. Niethammer, J. Huang, H. Zhu, Y. Li, Z. Ge, J. Sun, G. Li, J. Zou, H. Yao.
Conference on Neural Information Processing Systems (NeurIPS), 2024.
the short version is presented in ICML 2024 Workshop on Foundation Models in the Wild.
Paper · Code

Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations.
P. Xia*, M. Hu*, F. Tang, W. Li, W. Zheng, L. Ju, P. Duan, H. Yao^†, Z. Ge^†.
Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2024. (Early Accept, Top 11%)
Paper · Code

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding.
M. Hu*, P. Xia*, L. Wang*, S. Yan, F. Tang, Z. Xu, Y. Luo, K. Song, J. Leitner, X. Cheng, J. Cheng, C. Liu, K. Zhou^†, Z. Ge^†.
European Conference on Computer Vision (ECCV), 2024.
Paper · Code

🎨Patents

Prediction device for cognitive function result of patient suffering from atrial fibrillation based on neural network.
Z. Wang, C. Jiang, P. Xia, ..., C. Ma.
CN Patent. CN202410108284.X, 2024.

Longitudinal fundus image generation method, device, electronic equipment and storage medium.
M. Hu, P. Xia, ..., Z. Ge & D. Zhang.
CN Patent. CN202311401646.6, 2023.

Model training method and device, electronic equipment and storage medium.
P. Xia, T. Ma, ..., Z. Ge & D. Zhang.
CN Patent. CN202311275093.4, 2023.

Model training method and device, electronic equipment and storage medium.
P. Xia, T. Ma, B. Wang, Z. Ge & D. Zhang.
CN Patent. CN202310882543.X, 2023.

Model training method and device, electronic equipment and storage medium.
P. Xia, T. Ma, ..., Z. Ge & D. Zhang.
CN Patent. ZL202311275090.0, 2023. (Granted)

Anxiety depression detection method, anxiety depression detection device, electronic equipment and storage medium.
P. Xia, T. Ma, B. Wang, Z. Ge & D. Zhang.
CN Patent. CN202310573953.6, 2023.

Method, device, equipment and medium for determining psychological elasticity level based on fundus image.
P. Xia, L. Ju,..., Z. Ge & D. Zhang.
CN Patent. CN202310129842.6, 2023.

Model training method, fundus image prediction method and device.
P. Xia, L. Ju,..., Z. Ge & D. Zhang.
CN Patent. ZL202211633628.6, 2022. (Granted)

Apparatus and computer-readable storage medium for predicting cognitive impairment.
P. Xia, L. Ju,..., Z. Ge & D. Zhang.
CN Patent. ZL202211611022.2, 2022. (Granted)

Article quality discrimination software based on multi-model transfer pre-training.
J. Li, P. Xia, K. Zeng, et al.
CN Software Copyright. 2022SR0228307. (Granted)

Lane detection system based on cascaded convolutional neural network.
J. Li, K. Zeng, P. Xia.
CN Software Copyright. 2022SR0248890. (Granted)