MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification

27 October 2021

Papers citing "MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification"

50 / 316 papers shown

Title
BioVFM-21M: Benchmarking and Scaling Self-Supervised Vision Foundation Models for Biomedical Image Analysis Jiarun Liu Hong-Yu Zhou Weijian Huang Hao Yang Dongning Song Tao Tan Yong Liang Shanshan Wang MedIm 23 0 0 14 May 2025
Unsupervised Out-of-Distribution Detection in Medical Imaging Using Multi-Exit Class Activation Maps and Feature Masking Yu-Jen Chen Xueyang Li Yiyu Shi T. Ho 21 0 0 13 May 2025
Multi-Modal Explainable Medical AI Assistant for Trustworthy Human-AI Collaboration Honglong Yang Shanshan Song Yi Qin Lehan Wang Haonan Wang Xinpeng Ding Qixiang Zhang Bodong Du X. Li LM&MA 34 0 0 11 May 2025
Dataset Distillation with Probabilistic Latent Features Zhe Li Sarah Cechnicka C. Ouyang Katharina Breininger Peter J. Schüffler Bernhard Kainz DD 44 0 0 10 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 101 0 0 04 May 2025
QFGN: A Quantum Approach to High-Fidelity Implicit Neural Representations Hongni Jin Gurinder Singh Kenneth M. Merz Jr 41 0 0 26 Apr 2025
Towards a deep learning approach for classifying treatment response in glioblastomas Ana Matoso Catarina Passarinho Marta P. Loureiro José Maria Moreira Patrícia Figueiredo Rita G. Nunes AI4CE 26 0 0 25 Apr 2025
Noise-Tolerant Coreset-Based Class Incremental Continual Learning Edison Mucllari Aswin Raghavan Z. Daniels CLL NoLa 140 0 0 23 Apr 2025
MedNNS: Supernet-based Medical Task-Adaptive Neural Network Search Lotfi Abdelkrim Mecharbat Ibrahim Almakky Martin Takac Mohammad Yaqub 30 0 0 22 Apr 2025
Semi-parametric Memory Consolidation: Towards Brain-like Deep Continual Learning Geng Liu Fei Zhu Rong Feng Zhiqiang Yi Shiqi Wang Gaofeng Meng Zhaoxiang Zhang CLL 35 0 0 20 Apr 2025
Local Data Quantity-Aware Weighted Averaging for Federated Learning with Dishonest Clients Leming Wu Yaochu Jin K. Hao Han Yu FedML 46 0 0 17 Apr 2025
Mamba-Based Ensemble learning for White Blood Cell Classification Lewis Clifton X. Tian D. Palasuwan Phandee Watanaboonyongcharoen Ponlapat Rojnuckarin Nantheera Anantrasirichai Mamba 49 0 0 15 Apr 2025
Embedding Radiomics into Vision Transformers for Multimodal Medical Image Classification Zhenyu Yang Haiming Zhu Rihui Zhang Haipeng Zhang Jianliang Wang Chunhao Wang Minbin Chen F. Yin MedIm 38 0 0 15 Apr 2025
Bringing together invertible UNets with invertible attention modules for memory-efficient diffusion models Karan Jain Mohammad Nayeem Teli MedIm 24 0 0 15 Apr 2025
FHBench: Towards Efficient and Personalized Federated Learning for Multimodal Healthcare Penghao Wang Qian Chen Teng Zhang Y. Zhang Wang Lu Yiqiang Chen 25 0 0 15 Apr 2025
Query-based Knowledge Transfer for Heterogeneous Learning Environments Norah Alballa Wenxuan Zhang Ziquan Liu A. Abdelmoniem Mohamed Elhoseiny Marco Canini 36 0 0 12 Apr 2025
Compound and Parallel Modes of Tropical Convolutional Neural Networks Mingbo Li Liying Liu Ye Luo 35 0 0 09 Apr 2025
UKBOB: One Billion MRI Labeled Masks for Generalizable 3D Medical Image Segmentation Emmanuelle Bourigault A. Jamaludin Abdullah Hamdi 26 0 0 09 Apr 2025
MedM-VL: What Makes a Good Medical LVLM? Yiming Shi Shaoshuai Yang Xun Zhu Haoyu Wang Miao Li Ji Wu VLM 40 1 0 06 Apr 2025
HQViT: Hybrid Quantum Vision Transformer for Image Classification Hui Zhang Qinglin Zhao Mengchu Zhou Li Feng ViT 36 2 0 03 Apr 2025
Lightweight Deep Models for Dermatological Disease Detection: A Study on Instance Selection and Channel Optimization Ian Mateos Gonzalez Estefani Jaramilla Nava Abraham Sánchez Morales Jesús García-Ramírez Ricardo Ramos-Aguilar MedIm 31 0 0 01 Apr 2025
From Colors to Classes: Emergence of Concepts in Vision Transformers Teresa Dorszewski Lenka Tětková Robert Jenssen Lars Kai Hansen Kristoffer Wickstrøm 37 0 0 31 Mar 2025
Quantum Generative Models for Image Generation: Insights from MNIST and MedMNIST Chi-Sheng Chen Wei An Hou Siang-Wei Hu Zhen-Sheng Cai VLM 72 0 0 30 Mar 2025
iMedImage Technical Report Ran Wei ZhiXiong Lan Qing Yan Ning Song Ming Lv LongQing Ye 49 0 0 27 Mar 2025
A Large-Scale Vision-Language Dataset Derived from Open Scientific Literature to Advance Biomedical Generalist AI Alejandro Lozano M. W. Sun James Burgess Jeffrey Nirschl Christopher Polzak ... Xiaohan Wang Alfred Seunghoon Song Chiang Chia-Chun Robert Tibshirani Serena Yeung-Levy LM&MA 96 1 0 26 Mar 2025
CoRLD: Contrastive Representation Learning Of Deformable Shapes In Images Tonmoy Hossain Miaomiao Zhang 37 0 0 21 Mar 2025
UMIT: Unifying Medical Imaging Tasks via Vision-Language Models Haiyang Yu Siyang Yi Ke Niu Minghan Zhuo Bin Li LM&MA 47 0 0 20 Mar 2025
Defending Against Gradient Inversion Attacks for Biomedical Images via Learnable Data Perturbation Shiyi Jiang F. Firouzi Krishnendu Chakrabarty AAML MedIm 41 0 0 19 Mar 2025
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation Jutika Borah H. Singh MedIm 45 0 0 14 Mar 2025
Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification Rajiv Krishnakumar Julien Baglio Frederik F. Flöther Christian Ruiz Stefan Habringer Nicole H. Romano MedIm 44 0 0 13 Mar 2025
SciHorizon: Benchmarking AI-for-Science Readiness from Scientific Data to Large Language Models Chuan Qin X. Chen Chengrui Wang Pengmin Wu Xi Chen ... Han Wu C. Li Yuanchun Zhou H. Xiong Hengshu Zhu ELM 60 1 0 12 Mar 2025
QUIET-SR: Quantum Image Enhancement Transformer for Single Image Super-Resolution Siddhant Dutta Nouhaila Innan Khadijeh Najafi Sadok Ben Yahia Muhammad Shafique 58 0 0 11 Mar 2025
Distilling Knowledge into Quantum Vision Transformers for Biomedical Image Classification Thomas Boucher Evangelos B. Mazomenos 41 0 0 10 Mar 2025
Divide and Conquer Self-Supervised Learning for High-Content Imaging Lucas Farndale Paul Henderson Edward W Roberts Ke Yuan SSL 58 0 0 10 Mar 2025
ZO-DARTS++: An Efficient and Size-Variable Zeroth-Order Neural Architecture Search Algorithm Lunchen Xie Eugenio Lomurno Matteo Gambella Danilo Ardagna Manual Roveri Matteo Matteucci Qingjiang Shi 41 0 0 08 Mar 2025
Elliptic Loss Regularization Ali Hasan Haoming Yang Yuting Ng Vahid Tarokh 68 1 0 04 Mar 2025
EPEE: Towards Efficient and Effective Foundation Models in Biomedicine Zaifu Zhan Shuang Zhou Huixue Zhou Z. Liu Rui Zhang 37 1 0 03 Mar 2025
Med-LEGO: Editing and Adapting toward Generalist Medical Image Diagnosis Yitao Zhu Yuan Yin Jiaming Li Mengjie Xu Zihao Zhao Honglin Xiong Sheng Wang Qian Wang MedIm 70 0 0 03 Mar 2025
A Reconfigurable Stream-Based FPGA Accelerator for Bayesian Confidence Propagation Neural Networks Muhammad Ihsan Al Hafiz Naresh B. Ravichandran A. Lansner Pawel Herman Artur Podobas 69 0 0 03 Mar 2025
TAET: Two-Stage Adversarial Equalization Training on Long-Tailed Distributions Wang YuHang Junkang Guo Aolei Liu Kaihao Wang Zaitong Wu Zhenyu Liu Wenfei Yin Jian Liu AAML 50 0 0 02 Mar 2025
Quantum Annealing Feature Selection on Light-weight Medical Image Datasets M. Nau Luca A. Nutricati Bruno Camino Paul A. Warburton Andreas K. Maier 71 0 0 26 Feb 2025
MedKAN: An Advanced Kolmogorov-Arnold Network for Medical Image Classification Zhuoqin Yang Jiansong Zhang Xiaoling Luo Zheng Lu Linlin Shen MedIm 60 2 0 25 Feb 2025
FedBM: Stealing Knowledge from Pre-trained Language Models for Heterogeneous Federated Learning Meilu Zhu Qiushi Yang Zhifan Gao Yixuan Yuan Jun Liu FedML 59 0 0 24 Feb 2025
Model-agnostic Coreset Selection via LLM-based Concept Bottlenecks Akshay Mehra Trisha Mittal Subhadra Gopalakrishnan Joshua Kimball 41 0 0 23 Feb 2025
MedFuncta: Modality-Agnostic Representations Based on Efficient Neural Fields Paul Friedrich Florentin Bieder P. Cattin MedIm 57 0 0 20 Feb 2025
From Pixels to Components: Eigenvector Masking for Visual Representation Learning Alice Bizeul Thomas M. Sutter Alain Ryser Bernhard Schölkopf Julius von Kügelgen Julia E. Vogt 88 1 0 10 Feb 2025
Cross-D Conv: Cross-Dimensional Transferable Knowledge Base via Fourier Shifting Operation Mehmet Can Yavuz Yang Yang MedIm 40 0 0 28 Jan 2025
Making Reliable and Flexible Decisions in Long-tailed Classification Bolian Li Ruqi Zhang 146 0 0 23 Jan 2025
Estimating the Conformal Prediction Threshold from Noisy Labels Coby Penso Jacob Goldberger Ethan Fetaya 41 1 0 22 Jan 2025
SRE-Conv: Symmetric Rotation Equivariant Convolution for Biomedical Image Classification Yuexi Du Jiazhen Zhang Tal Zeevi Nicha Dvornek J. Onofrey 59 1 0 17 Jan 2025