Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity

14 May 2023

Raman Dutt

Linus Ericsson

Pedro Sanchez

Sotirios A. Tsaftaris

Timothy M. Hospedales

MedIm

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Papers citing "Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity"

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Title
Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis Numan Saeed Shahad Hardan Muhammad Ridzuan Nada Saadi Karthik Nandakumar Mohammad Yaqub MedIm 88 0 0 18 Apr 2025
Exploiting Mixture-of-Experts Redundancy Unlocks Multimodal Generative Abilities Raman Dutt Harleen Hanspal Guoxuan Xia Petru-Daniel Tudosiu Alexander Black Yongxin Yang Steven G. McDonagh Sarah Parisot MoE 38 0 0 28 Mar 2025
Pre-trained Models Succeed in Medical Imaging with Representation Similarity Degradation Wenqiang Zu Shenghao Xie Hao Chen Lei Ma MedIm 42 0 0 11 Mar 2025
PRISM: High-Resolution & Precise Counterfactual Medical Image Generation using Language-guided Stable Diffusion Amar Kumar Anita Kriz Mohammad Havaei Tal Arbel MedIm 38 2 0 28 Feb 2025
LQ-Adapter: ViT-Adapter with Learnable Queries for Gallbladder Cancer Detection from Ultrasound Image Chetan Madan Mayuna Gupta Soumen Basu Pankaj Gupta Chetan Arora 80 0 0 30 Nov 2024
Curriculum Fine-tuning of Vision Foundation Model for Medical Image Classification Under Label Noise Yeonguk Yu Minhwan Ko Sungho Shin Kangmin Kim K. Lee NoLa 79 1 0 29 Nov 2024
Capacity Control is an Effective Memorization Mitigation Mechanism in Text-Conditional Diffusion Models Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 29 1 0 29 Oct 2024
LoRTA: Low Rank Tensor Adaptation of Large Language Models Ignacio Hounie Charilaos I. Kanatsoulis Arnuv Tandon Alejandro Ribeiro 29 0 0 05 Oct 2024
Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models Divij Gupta Anubhav Bhatti Surajsinh Parmar AI4TS 20 1 0 17 Sep 2024
A Novel Hybrid Parameter-Efficient Fine-Tuning Approach for Hippocampus Segmentation and Alzheimer's Disease Diagnosis Wangang Cheng Guanghua He Keli Hu Mingyu Fang Liang Dong Zhong Li Hancan Zhu 33 0 0 02 Sep 2024
Pre-training Everywhere: Parameter-Efficient Fine-Tuning for Medical Image Analysis via Target Parameter Pre-training Xingliang Lei Yiwen Ye Ziyang Chen Minglei Shu Yong Xia 37 1 0 27 Aug 2024
SeLoRA: Self-Expanding Low-Rank Adaptation of Latent Diffusion Model for Medical Image Synthesis Yuchen Mao Hongwei Bran Li Wei Pang G. Papanastasiou G. Yang Chengjia Wang MedIm 37 2 0 13 Aug 2024
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning Yuyang Xue Junyu Yan Raman Dutt Fasih Haider Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris 24 1 0 13 Aug 2024
Parameter Efficient Fine Tuning for Multi-scanner PET to PET Reconstruction Yumin Kim Gayoon Choi Seong Jae Hwang 27 0 0 10 Jul 2024
Embedded Visual Prompt Tuning Wenqiang Zu Shenghao Xie Qing Zhao Guoqi Li Lei Ma VLM MedIm 44 9 0 01 Jul 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 21 2 0 29 May 2024
Sparsity- and Hybridity-Inspired Visual Parameter-Efficient Fine-Tuning for Medical Diagnosis Mingyuan Liu Lu Xu Shengnan Liu Jicong Zhang 36 1 0 28 May 2024
Low-Rank Adaptation of Time Series Foundational Models for Out-of-Domain Modality Forecasting Divij Gupta Anubhav Bhatti Surajsinh Parmar Chen Dan Yuwei Liu Bingjie Shen San Lee AI4TS 30 2 0 16 May 2024
Parameter Efficient Fine Tuning: A Comprehensive Analysis Across Applications Charith Chandra Sai Balne S. Bhaduri Tamoghna Roy Vinija Jain Aman Chadha 27 12 0 21 Apr 2024
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model Han Gu Haoyu Dong Jichen Yang Maciej Mazurowski MedIm VLM 75 11 0 15 Apr 2024
Fine-grained Prompt Tuning: A Parameter and Memory Efficient Transfer Learning Method for High-resolution Medical Image Classification Yijin Huang Pujin Cheng Roger Tam Xiaoying Tang VLM MedIm 19 1 0 12 Mar 2024
ConvLoRA and AdaBN based Domain Adaptation via Self-Training Sidra Aleem J. Dietlmeier Eric Arazo Suzanne Little 25 7 0 07 Feb 2024
Less Could Be Better: Parameter-efficient Fine-tuning Advances Medical Vision Foundation Models Chenyu Lian Hong-Yu Zhou Yizhou Yu Liansheng Wang MedIm 35 6 0 22 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 21 22 0 04 Jan 2024
Towards General Purpose Vision Foundation Models for Medical Image Analysis: An Experimental Study of DINOv2 on Radiology Benchmarks Mohammed Baharoon Waseem Qureshi J. Ouyang Yanwu Xu Abdulrhman Aljouie Wei Peng MedIm AI4CE 29 8 0 04 Dec 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 11 14 0 08 Oct 2023
SAM-PARSER: Fine-tuning SAM Efficiently by Parameter Space Reconstruction Zelin Peng Zhengqin Xu Zhilin Zeng Xiaokang Yang Wei-Ming Shen 34 21 0 28 Aug 2023
Artificial General Intelligence for Medical Imaging Xiang Li Lu Zhang Zihao Wu Zheng Liu Lin Zhao ... Pingkuan Yan Quanzheng Li W. Liu Tianming Liu Dinggang Shen LM&MA AI4CE 17 39 0 08 Jun 2023
Improving Tuning-Free Real Image Editing with Proximal Guidance Ligong Han Song Wen Qi Chen Zhixing Zhang Kunpeng Song ... Qilong Zhangli Jindong Jiang Zhaoyang Xia Akash Srivastava Dimitris N. Metaxas DiffM 22 56 0 08 Jun 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 95 286 0 26 Apr 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 57 12 0 29 Mar 2023
AdaptFormer: Adapting Vision Transformers for Scalable Visual Recognition Shoufa Chen Chongjian Ge Zhan Tong Jiangliu Wang Yibing Song Jue Wang Ping Luo 141 635 0 26 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 63 58 0 19 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,412 0 11 Nov 2021
Exploring Universal Intrinsic Task Subspace via Prompt Tuning Yujia Qin Xiaozhi Wang Yusheng Su Yankai Lin Ning Ding ... Juanzi Li Lei Hou Peng Li Maosong Sun Jie Zhou VLM VPVLM 103 26 0 15 Oct 2021
ImageNet-21K Pretraining for the Masses T. Ridnik Emanuel Ben-Baruch Asaf Noy Lihi Zelnik-Manor SSeg VLM CLIP 166 684 0 22 Apr 2021
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 104 180 0 20 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,835 0 18 Apr 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 247 36,237 0 25 Aug 2016