NeurIPS 2024 Workshop AIM-FM Submissions

M3H: Multimodal Multitask Machine Learning for Healthcare
Dimitris Bertsimas, Yu Ma
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Oral
- Readers: Everyone
Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs
Yuto Shibata, Yasunori Kudo, Yohei Sugawara
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning
Haofeng Liu, Erli Zhang, Junde Wu, Mingxuan Hong, Yueming Jin
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Hetero-UNet: Heterogeneous Transformer with Mamba for Medical Image Segmentation
Zhiling Yan, Yixin Liu, Xiang Li, Lichao Sun
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Research Journey of Generative Protein Modeling
Xinhui Chen, Yiwen Yuan, Joseph Liu, Chak Tou Leong, Zhen Xie, Xiaoye Zhu, Ying Chen, Songyue Chen, Chenyi Wang, Kun Li, Jie Zhang, Zuchao Li, Jiaqi Chen
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Explaining Clusters Using Minimal Weighted Edge Coverage
NIMA SAFAEI
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models
Mohammad Shahab Sepehri, Zalan Fabian, Maryam Soltanolkotabi, Mahdi Soltanolkotabi
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
RespLLM: Unifying Audio and Text with Multimodal LLMs for Generalized Respiratory Health Prediction
Yuwei Zhang, Tong Xia, Aaqib Saeed, Cecilia Mascolo
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Cell ontology guided transcriptome foundation model
Xinyu Yuan, Zhihao Zhan, Zuobai Zhang, Manqi Zhou, Jianan Zhao, Boyu Han, Yue Li, Jian Tang
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Catching the Spikes: Heteroscedastic Uncertainty Quantification for Enhanced Malaria Prediction
Feng Chen, Qi Qi, Jiayu Qiu, Kemeng Zhang, Xiang Li
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Contextual Evaluation of Large Language Models for Classifying Tropical and Infectious Diseases
Mercy Nyamewaa Asiedu, Nenad Tomasev, Chintan Ghate, Tiya Tiyasirichokchai, Awa Dieng, Geoffrey Siwo, Steve Adudans, Oluwatosin Wuraola Akande, Katherine A Heller
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Enhancing Trust in AI-Driven Dermatology: CLIP for Explainable Skin Lesion Diagnosis
Sadia Kamal, Tim Oates
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
TTT-UNet: Enhancing U-Net with Test-Time Training Layers for Biomedical Image Segmentation
Rong Zhou, Zhengqing Yuan, Zhiling Yan, Weixiang Sun, Kai Zhang, Yiwei Li, Xiang Li, Quanzheng Li, Lifang He, Lichao Sun
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Surgical-LLaVA: Toward Surgical Scenario Understanding via Large Language and Vision Models
Juseong Jin, Chang Wook Jeong
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Gaze-Assisted Medical Image Segmentation
Leila Khaertdinova, Ilya Pershin, Tatyana Shmykova, Bulat Ibragimov
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Lung-DETR: Deformable Detection Transformer for Sparse Lung Nodule Anomaly Detection
Hooman Ramezani
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
JRadiEvo: A Japanese Radiology Report Generation Model Enhanced by Evolutionary Optimization of Model Merging
Kaito Baba, Ryota Yagi, Junichiro Takahashi, Risa Kishikawa, Satoshi Kodera
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Application of Contrastive Learning on ECG Data: Evaluating Performance in Japanese and Classification with Around 100 Labels
Junichiro Takahashi, JingChuan Guan, Masataka sato, Kaito Baba, Kazuto Haruguchi, Daichi Nagashima, Satoshi Kodera, NORIHIKO TAKEDA
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Enhancing Interpretability and Fairness in Medical Foundation Models: A Generative Approach for Explainable and Bias-Mitigated Medical Image Analysis
Carlos Minutti
- Published: 09 Dec 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Reject
- Readers: Everyone
Precise Lens Status Classification via Projection Tuning for Efficient Adaptation to Data Shifts in Small Cataract Image Datasets
Ji Young Byun, Jordan M Shuff, Kunal S Parikh, Rama Chellappa
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Fairness Of AI Models in vector embedded Chest X-ray representations
Gebreyowhans Hailekiros Bahre, Hassan Hamidi, Francesco Calimeri, Andrew Sellergren, Leo Anthony Celi, Laleh Seyyed-Kalantari
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Biomedical SAM-2: Segment Anything in Biomedical Images and Videos
Zhiling Yan, Weixiang Sun, Rong Zhou, Zhengqing Yuan, Kai Zhang, Yiwei Li, Sekeun Kim, Sifan Song, Hui Ren, Tianming Liu, Quanzheng Li, Xiang Li, Lifang He, Lichao Sun
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Promoting cross-modal representations to improve multimodal foundation models for physiological signals
Ching Fang, Christopher Michael Sandino, Behrooz Mahasseni, Juri Minxha, Hadi Pouransari, Erdrin Azemi, Ali Moin, Ellen L. Zippi
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
PATIENT-Ψ: Using Large Language Models to Simulate Patients for Training Mental Health Professionals
Ruiyi Wang, Stephanie Milani, Jamie C. Chiu, Jiayin Zhi, Shaun M. Eack, Travis Labrum, Samuel M Murphy, Nev Jones, Kate V Hardy, Hong Shen, Fei Fang, Zhiyu Chen
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone
Reliability in AI-Assisted Critical Care: Assessing Large Language Model Robustness and Instruction Following for Cardiac Arrest Identification
Ugurcan Vurgun, Sy Hwang, Danielle L. Mowery
- Published: 12 Oct 2024, Last Modified: 15 Dec 2024
- AIM-FM Workshop @ NeurIPS'24 Poster
- Readers: Everyone