Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference

Computer Vision and Pattern Recognition (CVPR), 2022

15 April 2022

Timothy M. Hospedales

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Papers citing "Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference"

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Title
Task-Level Contrastiveness for Cross-Domain Few-Shot Learning Kristi Topollai A. Choromańska 120 0 0 03 Oct 2025
Data-Efficient Point Cloud Semantic Segmentation Pipeline for Unimproved Roads Andrew Yarovoi Christopher R. Valenta 3DPC 148 0 0 26 Aug 2025
Foundation Models for Bioacoustics -- a Comparative Review Raphael Schwinger Paria Vali Zadeh Lukas Rauch Mats Kurz Tom Hauschild Sam Lapp Sven Tomforde VLM 117 1 0 02 Aug 2025
Cross-Domain Few-Shot Learning with Coalescent Projections and Latent Space Reservation Naeem Paeedeh Mahardhika Pratama Imam Mustafa Kamal Wolfgang Mayer Jimmy Cao Ryszard Kowlczyk 116 0 0 21 Jul 2025
Flows and Diffusions on the Neural Manifold Daniel Saragih Deyu Cao Tejas Balaji DiffM AI4CE 234 1 0 14 Jul 2025
Reliable Few-shot Learning under Dual NoisesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ji Zhang Jingkuan Song Lianli Gao Andrii Zadaianchuk Heng Tao Shen NoLa 310 7 0 19 Jun 2025
Don't throw the baby out with the bathwater: How and why deep learning for ARC Jack Cole Mohamed Osman LRM 327 2 0 17 Jun 2025
The Sample Complexity of Parameter-Free Stochastic Convex Optimization Jared Lawrence Ari Kalinsky Hannah Bradfield Y. Carmon Oliver Hinder 177 0 0 12 Jun 2025
Multiple Stochastic Prompt Tuning for Few-shot Adaptation under Extreme Domain Shift Debarshi Brahma Soma Biswas VLM 229 0 0 04 Jun 2025
Revisiting Continuity of Image Tokens for Cross-domain Few-shot Learning Shuai Yi Yixiong Zou Yuhua Li Ruixuan Li CLL 181 0 0 03 Jun 2025
Random Registers for Cross-Domain Few-Shot Learning Shuai Yi Yixiong Zou Yuhua Li Ruixuan Li 213 0 0 03 Jun 2025
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning Donggyun Kim Chanwoo Kim Seunghoon Hong 164 0 0 21 Apr 2025
DiTASK: Multi-Task Fine-Tuning with Diffeomorphic TransformationsComputer Vision and Pattern Recognition (CVPR), 2025 Krishna Sri Ipsit Mantri Carola-Bibiane Schönlieb Bruno Ribeiro Chaim Baskin Moshe Eliasof 455 5 0 09 Feb 2025
Enhancing Environmental Robustness in Few-shot Learning via Conditional Representation LearningIEEE Transactions on Image Processing (IEEE TIP), 2025 Qianyu Guo Jingrong Wu Tianxing Wu Hongru Wang Weifeng Ge Wenqiang Zhang 253 1 0 03 Feb 2025
UNEM: UNrolled Generalized EM for Transductive Few-Shot LearningComputer Vision and Pattern Recognition (CVPR), 2024 Long Zhou Fereshteh Shakeri Aymen Sadraoui Mounir Kaaniche J. Pesquet Ismail Ben Ayed VLM 581 1 0 21 Dec 2024
Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting Linhai Zhuo Zheng Wang Yuqian Fu Tianwen Qian VLM 369 6 0 01 Dec 2024
Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio SensorsIEEE Internet of Things Journal (IEEE IoT J.), 2024 Manuele Rusci Francesco Paci Marco Fariselli Eric Flamand Tinne Tuytelaars 225 3 0 22 Aug 2024
Siamese Transformer Networks for Few-shot Image Classification Weihao Jiang Shuoxi Zhang Kun He ViT 303 0 0 16 Jul 2024
The Balanced-Pairwise-Affinities Feature Transform Daniel Shalam Simon Korman 254 4 0 25 Jun 2024
Tiny models from tiny data: Textual and null-text inversion for few-shot distillation Erik Landolsi Fredrik Kahl DiffM 356 1 0 05 Jun 2024
Flatness Improves Backbone Generalisation in Few-shot ClassificationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Rui Li Martin Trapp Talal Alrawajfeh Arno Solin 373 1 0 11 Apr 2024
Using Few-Shot Learning to Classify Primary Lung Cancer and Other Malignancy with Lung Metastasis in Cytological Imaging via Endobronchial Ultrasound Procedures Ching-Kai Lin Di-Chun Wei Yun-Chien Cheng 307 0 0 09 Apr 2024
Embracing Unknown Step by Step: Towards Reliable Sparse Training in Real World Bowen Lei Dongkuan Xu Ruqi Zhang Bani Mallick UQCV 264 1 0 29 Mar 2024
Few-shot Object Localization Yunhan Ren Bo Li Chengyang Zhang Yong Zhang Baocai Yin 289 1 0 19 Mar 2024
Task Attribute Distance for Few-Shot Learning: Theoretical Analysis and Applications Minyang Hu Hong Chang Zong Guo Bingpeng Ma Shiguang Shan Xilin Chen VLM 337 1 0 06 Mar 2024
3DPFIX: Improving Remote Novices' 3D Printing Troubleshooting through Human-AI Collaboration Nahyun Kwon Tong Sun Yuyang Gao Bo Pan Xu Wang Jeeeun Kim S. Hong 262 7 0 29 Jan 2024
TransMed: Large Language Models Enhance Vision Transformer for Biomedical Image Classification Kaipeng Zheng Weiran Huang Lichao Sun LM&MA MedIm VLM 270 0 0 12 Dec 2023
How Much Is Hidden in the NAS Benchmarks? Few-Shot Adaptation of a NAS Predictor H. Loya Łukasz Dudziak Abhinav Mehrotra Royson Lee Javier Fernandez-Marques Nicholas D. Lane Hongkai Wen OOD 211 1 0 30 Nov 2023
LifeLearner: Hardware-Aware Meta Continual Learning System for Embedded Computing Platforms Young D. Kwon Jagmohan Chauhan Hong Jia Stylianos I. Venieris Cecilia Mascolo 210 20 0 19 Nov 2023
De-Diffusion Makes Text a Strong Cross-Modal InterfaceComputer Vision and Pattern Recognition (CVPR), 2023 Chen Wei Chenxi Liu Siyuan Qiao Zhishuai Zhang Alan Yuille Jiahui Yu VLM DiffM 267 17 0 01 Nov 2023
Learning to Generate Parameters of ConvNets for Unseen Image DataIEEE Transactions on Image Processing (IEEE TIP), 2023 Shiye Wang Kaituo Feng Changsheng Li Ye Yuan Guoren Wang 283 1 0 18 Oct 2023
Context-Aware Meta-LearningInternational Conference on Learning Representations (ICLR), 2023 Christopher Fifty Dennis Duan Ronald G. Junkins Ehsan Amid Jurij Leskovec Christopher Ré Sebastian Thrun LRM VLM MLLM 252 24 0 17 Oct 2023
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding Jiantao Wu Shentong Mo Muhammad Awais Sara Atito Zhenhua Feng J. Kittler VLM 188 4 0 22 Aug 2023
A Foundation Language-Image Model of the Retina (FLAIR): Encoding Expert Knowledge in Text Supervision Julio Silva-Rodríguez H. Chakor Riadh Kobbi Jose Dolz Ismail Ben Ayed VLM MedIm 364 78 0 15 Aug 2023
Visual and Textual Prior Guided Mask Assemble for Few-Shot Segmentation and BeyondIEEE transactions on multimedia (IEEE TMM), 2023 Chen Shuai Meng Fanman Runtong Zhang Heqian Qiu Hongliang Li Wu Qingbo Xu Linfeng VLM 203 31 0 15 Aug 2023
Improving neural network representations using human similarity judgmentsNeural Information Processing Systems (NeurIPS), 2023 Lukas Muttenthaler Lorenz Linhardt Jonas Dippel Robert A. Vandermeulen Katherine L. Hermann Andrew Kyle Lampinen Simon Kornblith 283 43 0 07 Jun 2023
Instance-based Max-margin for Practical Few-shot RecognitionComputer Vision and Pattern Recognition (CVPR), 2023 Minghao Fu Kevin Zhu Jianxin Wu 229 6 0 27 May 2023
Meta-DM: Applications of Diffusion Models on Few-Shot Learning W. Hu Xiurong Jiang Jiarun Liu Yuqi Yang Hui Tian DiffM 181 7 0 14 May 2023
Meta Omnium: A Benchmark for General-Purpose Learning-to-LearnComputer Vision and Pattern Recognition (CVPR), 2023 Ondrej Bohdal Yinbing Tian Yongshuo Zong Ruchika Chavhan Da Li Henry Gouk Li Guo Timothy M. Hospedales 299 7 0 12 May 2023
Exploring Incompatible Knowledge Transfer in Few-shot Image GenerationComputer Vision and Pattern Recognition (CVPR), 2023 Yunqing Zhao Chao Du Milad Abdollahzadeh Tianyu Pang Min Lin Shuicheng Yan Ngai-Man Cheung 217 26 0 15 Apr 2023
Meta-Learning with a Geometry-Adaptive PreconditionerComputer Vision and Pattern Recognition (CVPR), 2023 Suhyun Kang Duhun Hwang Moonjung Eo Taesup Kim Wonjong Rhee AI4CE 276 21 0 04 Apr 2023
Sketch-an-Anchor: Sub-epoch Fast Model Adaptation for Zero-shot Sketch-based Image Retrieval Leo Sampaio Ferraz Ribeiro M. Ponti 290 3 0 29 Mar 2023
Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-shot Learning with Hyperspherical EmbeddingsComputer Vision and Pattern Recognition (CVPR), 2023 Daniel J. Trosten Rwiddhi Chakraborty Sigurd Løkse Kristoffer Wickstrøm Robert Jenssen Michael C. Kampffmeyer 173 24 0 16 Mar 2023
Exploring Efficient Few-shot Adaptation for Vision Transformers C. Xu Siqian Yang Yabiao Wang Zhanxiong Wang Yanwei Fu Xiangyang Xue 171 23 0 06 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 329 22 0 03 Jan 2023
SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image ClassificationIEEE transactions on multimedia (IEEE TMM), 2022 Fang Peng Xiaoshan Yang Linhui Xiao Yaowei Wang Changsheng Xu VLM 204 64 0 28 Nov 2022
Few-shot Metric Learning: Online Adaptation of Embedding for RetrievalAsian Conference on Computer Vision (ACCV), 2022 Deunsol Jung Dahyun Kang Suha Kwak Minsu Cho CLL 117 13 0 14 Nov 2022
Enhancing Few-shot Image Classification with Cosine TransformerIEEE Access (IEEE Access), 2022 Quang-Huy Nguyen Cuong Q. Nguyen Dung D. Le Hieu H. Pham ViT 228 18 0 13 Nov 2022
Few-Shot Meta Learning for Recognizing Facial Phenotypes of Genetic DisordersMedical Informatics Europe (MIE), 2022 Ömer Sümer Fabio Hellmann Alexander Hustinx Tzung-Chien Hsieh Elisabeth André P. Krawitz CVBM 228 7 0 23 Oct 2022
SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained ModelsBritish Machine Vision Conference (BMVC), 2022 Omiros Pantazis Gabriel J. Brostow Kate E. Jones Oisin Mac Aodha VLM 212 49 0 07 Oct 2022