MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis

28 October 2020

Papers citing "MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis"

50 / 53 papers shown

Title
Ready2Unlearn: A Learning-Time Approach for Preparing Models with Future Unlearning Readiness Hanyu Duan Yi Yang Ahmed Abbasi Kar Yan Tam MU OnRL 37 0 0 16 May 2025
Adapting a Segmentation Foundation Model for Medical Image Classification Pengfei Gu Haoteng Tang Islam A. Ebeid Jose Angel Nuñez Fabian Vazquez Diego Adame Marcus Zhan Huimin Li Bin Fu Danny Chen MedIm VLM 41 0 0 09 May 2025
Mitigating Catastrophic Forgetting in the Incremental Learning of Medical Images Sara Yavari Jacob Furst CLL 58 0 0 28 Apr 2025
Optimizing Estimators of Squared Calibration Errors in Classification Sebastian G. Gruber Francis Bach 77 1 0 24 Feb 2025
Random Forest Autoencoders for Guided Representation Learning Adrien Aumon Shuang Ni Myriam Lizotte Guy Wolf Kevin R. Moon Jake S. Rhodes 67 0 0 18 Feb 2025
UniMo: Universal Motion Correction For Medical Images without Network Retraining Jian Wang Razieh Faghihpirayesh Danny Joca Polina Golland Ali Gholipour 40 0 0 03 Jan 2025
Self-Assembly of a Biologically Plausible Learning Circuit Q. Liao Liu Ziyin Yulu Gan Brian Cheung Mark Harnett Tomaso Poggio 52 0 0 31 Dec 2024
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 37 5 0 07 Nov 2024
Evaluating Pre-trained Convolutional Neural Networks and Foundation Models as Feature Extractors for Content-based Medical Image Retrieval A. Mahbod Nematollah Saeidi Sepideh Hatamikia Ramona Woitek VLM MedIm 31 2 0 14 Sep 2024
Distributional Drift Detection in Medical Imaging with Sketching and Fine-Tuned Transformer Yusen Wu Hao Chen Alex Pissinou Makki Phuong Nguyen MedIm 23 0 0 15 Aug 2024
Sparse Tensor PCA via Tensor Decomposition for Unsupervised Feature Selection Junjing Zheng Xinyu Zhang Weidong Jiang Xiangfeng Qiu Mingjian Ren 28 0 0 24 Jul 2024
Deep Positive-Unlabeled Anomaly Detection for Contaminated Unlabeled Data Hiroshi Takahashi Tomoharu Iwata Atsutoshi Kumagai Yuuki Yamanaka 43 1 0 29 May 2024
Rejection via Learning Density Ratios Alexander Soen Hisham Husain Philip Schulz Vu-Linh Nguyen 58 2 0 29 May 2024
Policy Gradient-Driven Noise Mask Mehmet Can Yavuz Yang Yang 30 1 0 29 Apr 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 49 3 0 25 Jan 2024
unORANIC: Unsupervised Orthogonalization of Anatomy and Image-Characteristic Features Sebastian Doerrich Francesco Di Salvo C. Ledig 38 3 0 29 Aug 2023
Structured Low-Rank Tensors for Generalized Linear Models Batoul Taki Anand D. Sarwate W. Bajwa 26 2 0 05 Aug 2023
L3DMC: Lifelong Learning using Distillation via Mixed-Curvature Space Kaushik Roy Peyman Moghadam Mehrtash Harandi 30 6 0 31 Jul 2023
Compact & Capable: Harnessing Graph Neural Networks and Edge Convolution for Medical Image Classification Aryan Singh Pepijn Van de Ven Ciarán Eising Patrick Denny GNN 25 2 0 24 Jul 2023
Universal adversarial perturbations for multiple classification tasks with quantum classifiers Yun-Zhong Qiu AAML 24 1 0 21 Jun 2023
Structural Restricted Boltzmann Machine for image denoising and classification Arkaitz Bidaurrazaga A. Pérez Roberto Santana AI4CE 20 0 0 16 Jun 2023
Fair yet Asymptotically Equal Collaborative Learning Xiaoqiang Lin Xinyi Xu See-Kiong Ng Chuan-Sheng Foo Bryan Kian Hsiang Low FedML 16 7 0 09 Jun 2023
Differentially Private Image Classification by Learning Priors from Random Processes Xinyu Tang Ashwinee Panda Vikash Sehwag Prateek Mittal 23 20 0 08 Jun 2023
Navigating Explanatory Multiverse Through Counterfactual Path Geometry Kacper Sokol E. Small Yueqing Xuan 34 5 0 05 Jun 2023
GBG++: A Fast and Stable Granular Ball Generation Method for Classification Qin Xie Qinghua Zhang Shuyin Xia Fan Zhao Chengying Wu Guoyin Wang Weiping Ding 24 13 0 29 May 2023
Imprecise Label Learning: A Unified Framework for Learning with Various Imprecise Label Configurations Hao Chen Ankit Shah Jindong Wang R. Tao Yidong Wang Xingxu Xie Masashi Sugiyama Rita Singh Bhiksha Raj 37 12 0 22 May 2023
Blockchain-based Federated Learning with SMPC Model Verification Against Poisoning Attack for Healthcare Systems Aditya Pribadi Kalapaaking Ibrahim Khalil X. Yi 27 41 0 26 Apr 2023
Few-shot Class-incremental Learning for Cross-domain Disease Classification Han Yang Weijian Huang Jiarun Liu Cheng Li Shanshan Wang CLL 34 4 0 12 Apr 2023
MedViT: A Robust Vision Transformer for Generalized Medical Image Classification Omid Nejati Manzari Hamid Ahmadabadi Hossein Kashiani S. B. Shokouhi Ahmad Ayatollahi ViT MedIm 34 179 0 19 Feb 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng Li Octavia Camps Yun Fu 29 5 0 13 Feb 2023
Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review Reza Azad A. Kazerouni Moein Heidari Ehsan Khodapanah Aghdam Amir Molaei Yiwei Jia Abin Jose Rijo Roy Dorit Merhof MedIm ViT 41 162 0 09 Jan 2023
A Knowledge-based Learning Framework for Self-supervised Pre-training Towards Enhanced Recognition of Biomedical Microscopy Images Wei Chen Chen Li Dan Chen Xin Luo MedIm SSL 38 12 0 27 Nov 2022
Expanding Small-Scale Datasets with Guided Imagination Yifan Zhang Daquan Zhou Bryan Hooi Kaixin Wang Jiashi Feng 44 46 0 25 Nov 2022
Collaborative Training of Medical Artificial Intelligence Models with non-uniform Labels Soroosh Tayebi Arasteh P. Isfort Marwin Saehn Gustav Mueller-Franzes Firas Khader Jakob Nikolas Kather Christiane Kuhl S. Nebelung Daniel Truhn FedML 35 15 0 24 Nov 2022
RibSeg v2: A Large-scale Benchmark for Rib Labeling and Anatomical Centerline Extraction L. Jin Shixuan Gu D. Wei Jason Ken Adhinarta Kaiming Kuang Yongjie Jessica Zhang Hanspeter Pfister Bingbing Ni Jiancheng Yang Ming Li 3DPC 24 15 0 18 Oct 2022
Label Distribution Learning via Implicit Distribution Representation Zhuoran Zheng Xiuyi Jia 25 7 0 28 Sep 2022
Quantum Vision Transformers El Amine Cherrat Iordanis Kerenidis Natansh Mathur Jonas Landman M. Strahm Yun. Y Li ViT 34 55 0 16 Sep 2022
USB: A Unified Semi-supervised Learning Benchmark for Classification Yidong Wang Hao Chen Yue Fan Wangbin Sun R. Tao ... T. Shinozaki Bernt Schiele Jindong Wang Xingxu Xie Yue Zhang 27 113 0 12 Aug 2022
Auto Machine Learning for Medical Image Analysis by Unifying the Search on Data Augmentation and Neural Architecture Jianwei Zhang Dong Li Lituan Wang Lei Zhang 28 2 0 21 Jul 2022
MetaFed: Federated Learning among Federations with Cyclic Knowledge Distillation for Personalized Healthcare Yiqiang Chen Wang Lu Xin Qin Jindong Wang Xing Xie FedML 41 58 0 17 Jun 2022
Uncertainty Minimization for Personalized Federated Semi-Supervised Learning Yanhang Shi Siguang Chen Haijun Zhang FedML 23 8 0 05 May 2022
LifeLonger: A Benchmark for Continual Disease Classification Mohammad Mahdi Derakhshani Ivona Najdenkoska Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring Cees G. M. Snoek 35 31 0 12 Apr 2022
CAIPI in Practice: Towards Explainable Interactive Medical Image Classification E. Slany Yannik Ott Stephan Scheele Jan Paulus Ute Schmid 22 8 0 06 Apr 2022
Image quality assessment for machine learning tasks using meta-reinforcement learning Shaheer U. Saeed Yunguan Fu V. Stavrinides Zachary Michael Cieman Baum Qianye Yang ... Richard E. Fan G. Sonn J. A. Noble D. Barratt Yipeng Hu 21 36 0 27 Mar 2022
MetaV: A Meta-Verifier Approach to Task-Agnostic Model Fingerprinting Xudong Pan Yifan Yan Mi Zhang Min Yang 19 23 0 19 Jan 2022
Systematic Literature Review: Quantum Machine Learning and its applications David Peral García Juan Cruz-Benito Francisco José García-Penalvo 35 120 0 11 Jan 2022
Personalized Federated Learning with Adaptive Batchnorm for Healthcare Wang Lu Jindong Wang Yiqiang Chen Xin Qin Renjun Xu Dimitrios Dimitriadis Tao Qin FedML OOD 24 61 0 01 Dec 2021
MedRDF: A Robust and Retrain-Less Diagnostic Framework for Medical Pretrained Models Against Adversarial Attack Mengting Xu Tao Zhang Daoqiang Zhang AAML MedIm 21 23 0 29 Nov 2021
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 194 651 0 27 Oct 2021
Asymmetric 3D Context Fusion for Universal Lesion Detection Jiancheng Yang Yi He Kaiming Kuang Zudi Lin Hanspeter Pfister Bingbing Ni 3DPC MedIm 33 22 0 17 Sep 2021