Strong Baselines for Parameter Efficient Few-Shot Fine-tuning

4 April 2023

Papers citing "Strong Baselines for Parameter Efficient Few-Shot Fine-tuning"

23 / 23 papers shown

Title
DAPE: Dual-Stage Parameter-Efficient Fine-Tuning for Consistent Video Editing with Diffusion Models Junhao Xia Chaoyang Zhang Yecheng Zhang Chengyang Zhou Zhichang Wang Bochun Liu Dongshuo Yin DiffM VGen 31 0 0 11 May 2025
Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images Tristan Piater Björn Barz Alexander Freytag VLM MedIm 64 0 0 23 Apr 2025
Split Adaptation for Pre-trained Vision Transformers Lixu Wang Bingqi Shang Y. Li Payal Mohapatra Wei Dong Xiao-Xu Wang Qi Zhu ViT 43 0 0 01 Mar 2025
Parameter-Efficient Fine-Tuning for Foundation Models Dan Zhang Tao Feng Lilong Xue Yuandong Wang Yuxiao Dong J. Tang 46 8 0 23 Jan 2025
Multiple-Exit Tuning: Towards Inference-Efficient Adaptation for Vision Transformer Zheng Liu Jinchao Zhu Nannan Li Gao Huang 27 0 0 21 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 40 1 0 27 Aug 2024
MemControl: Mitigating Memorization in Diffusion Models via Automated Parameter Selection Raman Dutt Pedro Sanchez Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 36 0 0 29 May 2024
Sparsity- and Hybridity-Inspired Visual Parameter-Efficient Fine-Tuning for Medical Diagnosis Mingyuan Liu Lu Xu Shengnan Liu Jicong Zhang 44 1 0 28 May 2024
Recurrent Early Exits for Federated Learning with Heterogeneous Clients Royson Lee Javier Fernandez-Marques S. Hu Da Li Stefanos Laskaridis L. Dudziak Timothy M. Hospedales Ferenc Huszár Nicholas D. Lane 36 3 0 23 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 37 2 0 16 May 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 80 14 0 15 Apr 2024
Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts Shengzhuang Chen Jihoon Tack Yunqiao Yang Yee Whye Teh Jonathan Richard Schwarz Ying Wei MoE 35 1 0 13 Mar 2024
Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Rashindrie Perera Saman K. Halgamuge 48 2 0 07 Mar 2024
Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey Yi Xin Jianjiang Yang Haodi Zhou Junlong Du Junlong Du Yue Fan Qing Li Qing Li Yuntao Du VLM 73 75 0 03 Feb 2024
Explaining CLIP's performance disparities on data from blind/low vision users Daniela Massiceti Camilla Longden Agnieszka Slowik Samuel Wills Martin Grayson C. Morrison VLM 24 9 0 29 Nov 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 16 14 0 08 Oct 2023
On the Effectiveness of LayerNorm Tuning for Continual Learning in Vision Transformers Thomas De Min Massimiliano Mancini Alahari Karteek Xavier Alameda-Pineda Elisa Ricci CLL 26 9 0 18 Aug 2023
Distilling Knowledge from Text-to-Image Generative Models Improves Visio-Linguistic Reasoning in CLIP S. Basu S. Hu Maziar Sanjabi Daniela Massiceti S. Feizi VLM 21 3 0 18 Jul 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 22 50 0 14 May 2023
Towards Foundation Models and Few-Shot Parameter-Efficient Fine-Tuning for Volumetric Organ Segmentation Julio Silva-Rodríguez Jose Dolz Ismail Ben Ayed 66 13 0 29 Mar 2023
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 317 5,785 0 29 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 332 11,684 0 09 Mar 2017