{"id":90,"date":"2025-04-23T16:01:58","date_gmt":"2025-04-23T16:01:58","guid":{"rendered":"https:\/\/wp.lancs.ac.uk\/vl\/?page_id=90"},"modified":"2025-08-20T16:29:23","modified_gmt":"2025-08-20T16:29:23","slug":"research","status":"publish","type":"page","link":"https:\/\/wp.lancs.ac.uk\/vl\/research\/","title":{"rendered":"Research"},"content":{"rendered":"<p class=\"\" data-start=\"51\" data-end=\"106\">Our group conducts research in the following key areas:<\/p>\n<ul data-start=\"108\" data-end=\"278\">\n<li class=\"\" data-start=\"108\" data-end=\"148\">\n<p class=\"\" data-start=\"110\" data-end=\"148\">Human Behavior Modeling and Understanding<\/p>\n<\/li>\n<li class=\"\" data-start=\"149\" data-end=\"171\">\n<p class=\"\" data-start=\"151\" data-end=\"171\">Digital Health<\/p>\n<\/li>\n<li class=\"\" data-start=\"172\" data-end=\"214\">\n<p class=\"\" data-start=\"174\" data-end=\"214\">Multimodal Large Foundation Models<\/p>\n<\/li>\n<li class=\"\" data-start=\"215\" data-end=\"278\">\n<p class=\"\" data-start=\"217\" data-end=\"278\">Security, Privacy, and Trustworthiness of AI<\/p>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><\/h3>\n<h3><strong>Some Recent Works on Human Behavior Modeling and Understanding<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-93\" src=\"http:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/ezgif-42c8517a7a8785.gif\" alt=\"\" width=\"640\" height=\"368\" \/><\/p>\n<p>1. Xiaofei Hui, Haoxuan Qu, Hossein Rahmani, Jun Liu, An Image-like Diffusion Method for Human-Object Interaction Detection, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025.<\/p>\n<p>2. Haoxuan Qu, Yujun Cai, Jun Liu, LLMs are Good Action Recognizers, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.<\/p>\n<p>3. Jia Gong, Lin Geng Foo, Zhipeng Fan, Qiuhong Ke, Hossein Rahmani, Jun Liu, DiffPose: Toward More Reliable 3D Pose Estimation, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Some Recent Works On Digital Health<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-96\" src=\"http:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838.png\" alt=\"\" width=\"640\" height=\"213\" srcset=\"https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838.png 1530w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838-300x100.png 300w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838-1024x341.png 1024w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838-768x256.png 768w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5fae\u4fe1\u56fe\u7247_20250423164838-624x208.png 624w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>1. <span style=\"font-size: 1rem\">Xiu Shu, Yunyun Yang, Jun Liu, Xiaojun Chang, Boying Wu, BDAL: Balanced distribution active learning for MRI cardiac multi-structures segmentation, <\/span><span style=\"font-size: 1rem\">IEEE Transactions on Industrial Informatics (TII), 2024.<\/span><\/p>\n<p>2. Xiu Shu, Yunyun Yang, Jun Liu, Xiaojun Chang, Boying Wu, ALVLS: Adaptive local variances-Based levelset framework for medical images segmentation, Pattern Recognition (PR), 2023.<\/p>\n<p>3. Xiaohong Wang, Xudong Jiang, Henghui Ding, Yuqian Zhao, Jun Liu, Knowledge-aware deep framework for collaborative skin lesion segmentation and melanoma recognition, Pattern Recognition (PR), 2021.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Some Recent Works on Multimodal Large Foundation Models<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-97\" src=\"http:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127.png\" alt=\"\" width=\"640\" height=\"289\" srcset=\"https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127.png 1339w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127-300x135.png 300w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127-1024x462.png 1024w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127-768x346.png 768w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/\u5c4f\u5e55\u622a\u56fe-2025-04-23-165127-624x281.png 624w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>1. Lanyun Zhu, Deyi Ji, Tianrun Chen, Haiyang Wu, De Wen Soh, Jun Liu, CPCF: A Cross-Prompt Contrastive Framework for Referring Multimodal Large Language Models, International Conference on Machine Learning (ICML), 2025.<\/p>\n<p>2. Jia Gong, Lin Geng Foo, Yixuan He, Hossein Rahmani, Jun Liu, LLMs are Good Sign Language Translators, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.<\/p>\n<p>3. Haoxuan Qu, Xiaofei Hui, Yujun Cai, Jun Liu, LMC: Large Model Collaboration with Cross-assessment for Training-Free Open-Set Object Recognition, Annual Conference on Neural Information Processing Systems (NeurIPS), 2023.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Some Recent Works on Security, Privacy, and Trustworthiness of AI<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-98\" src=\"http:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3.png\" alt=\"\" width=\"640\" height=\"202\" srcset=\"https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3.png 1412w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3-300x95.png 300w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3-1024x323.png 1024w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3-768x243.png 768w, https:\/\/wp.lancs.ac.uk\/vl\/files\/2025\/04\/x3-624x197.png 624w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>1. Shuyang Hao, Bryan Hooi, Jun Liu, Kai-Wei Chang, Zi Huang, Yujun Cai, Exploring Visual Vulnerabilities via Multi-Loss Adversarial Search for Jailbreaking Vision-Language Models, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2025.<\/p>\n<p>2. Duo Peng, Qiuhong Ke, Mark He Huang, Ping Hu, Jun Liu, Unified Prompt Attack Against Text-to-Image Generation Models, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025.<\/p>\n<p>3. Duo Peng, Li Xu, Qiuhong Ke, Ping Hu, Jun Liu, Joint Attribute and Model Generalization Learning for Privacy-Preserving Action Recognition, Annual Conference on Neural Information Processing Systems (NeurIPS), 2023.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our group conducts research in the following key areas: Human Behavior Modeling and Understanding Digital Health Multimodal Large Foundation Models Security, Privacy, and Trustworthiness of AI &nbsp; Some Recent Works on Human Behavior Modeling and Understanding 1. Xiaofei Hui, Haoxuan Qu, Hossein Rahmani, Jun Liu, An Image-like Diffusion Method for Human-Object Interaction Detection, IEEE Conference [&hellip;]<\/p>\n","protected":false},"author":1888,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-90","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/pages\/90","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/users\/1888"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/comments?post=90"}],"version-history":[{"count":17,"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/pages\/90\/revisions"}],"predecessor-version":[{"id":179,"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/pages\/90\/revisions\/179"}],"wp:attachment":[{"href":"https:\/\/wp.lancs.ac.uk\/vl\/wp-json\/wp\/v2\/media?parent=90"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}