Sci Data January 2023 PMID 36658144

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

Jiancheng Yang, Rui Shi, Donglai Wei, Zequan Liu, Lin Zhao, Bilian Ke, Hanspeter Pfister, Bingbing Ni

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Peak: 16 in Oct 2021

across 2 sources since Oct 2021

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114,344

potential audience

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119

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Oct 2021 – Apr 2023

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What people are saying

The overall discussions reflect strong interest and appreciation for the dataset’s scale and openness, evidenced by phrases like 'large-scale lightweight benchmark' and mentions of datasets with hundreds of thousands of images. Words like 'support,' 'potential,' and 'recognize' show a positive tone, emphasizing the tool’s utility for advancing biomedical research, while some comments clarify its non-clinical purpose, which tempers the perceived impact.

AgreementModerate agreement

Most discussions recognize the publication’s value as a comprehensive resource for biomedical image classification, with some expressing support for its extensive dataset and open-source approach.

InterestHigh interest

Posts demonstrate high curiosity, highlighting the large scale of the dataset and its potential use in various research fields.

EngagementModerate engagement

Several discussions delve into methodological aspects and the significance of providing standardized benchmarks, indicating active engagement.

ImpactModerate impact

The emphasis on broad accessibility and the utility for research suggests a perception of moderate impact, though some comments downplay clinical relevance.

Abstract in brief

MedMNIST v2 is a large collection of standardized biomedical images, including 12 datasets for 2D images and 6 for 3D images, all preprocessed into small, manageable sizes to make it easy for users to work with without needing background knowledge.
The dataset contains over 700,000 2D images and nearly 10,000 3D images, supporting various research and educational tasks like classification, with different complexities such as binary, multi-class, and multilabel problems.
The creators tested different methods, including neural networks and AutoML tools, to establish baseline performance, and all data and code are openly available for further research in biomedical image analysis and machine learning.]

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MedMNIST v2: Large-Scale Benchmark for Biomedical Image Classification

MedMNIST v2 is a comprehensive collection of standardized biomedical images, including over 700,000 2D and nearly 10,000 3D images, designed for easy use in classification research and education. All data and code are…

STEM RTCL TV · Apr 27, 2023 119 views

Benjamin Bergner

@bergbenj · X

Feb 9, 2023 · 1 like · 166 followers View post →

Paul Lopez

@lopezunwired · X

MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D biomedical image classification https://t.co/lffrZRERPW #MachineLearning #NatureJournal #AI https://t.co/ayqdxmOFYq

Jan 19, 2023 · 1 like · 2,484 followers View post →

Reluctant Quant

@DrMattCrowson · X

RT MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D biomedical image classification https://t.co/a2ureL4MoR https://t.co/Mmlt3z1Za2

Jan 19, 2023 · 1,260 followers View post →

Egutz

@Egutz_ · X

MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D ... - https://t.co/Ik4B0H1LnA https://t.co/wG7ovEmxLJ https://t.co/FER4AgBlz4

Jan 19, 2023 · 176 followers View post →

Philippe JEAN-BAPTISTE

@PhilippeJB_PJB · X

MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D ... - https://t.co/HPXr7mQKM8 https://t.co/YjXAUv271e

Jan 19, 2023 · 955 followers View post →

Richard Hill

@profrhill · X

MedMNIST v2 - A large-scale lightweight benchmark for 2D and 3D ... - https://t.co/I9OYexdPXs https://t.co/wZ0wwL60mv

Jan 19, 2023 · 249 followers View post →

arXiv reaDer bot (cs-CV)

@arXiv_reaDer · X

Sep 26, 2022 · 1 like · 388 followers View post →

SkinHelpDesk.com

@SkinHelpDesk · X

#MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical #ImageClassification https://t.co/98uM563fNL via @beapen

Dec 3, 2021 · 112 followers View post →

Bell Eapen

@beapen · X

#MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical #ImageClassification https://t.co/t1xKYQcpMA

Dec 3, 2021 · 2,284 followers View post →

HubOfML

@hubofml · X

RT @Deep__AI: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/Iq6XrbDwVq by Jia…

Nov 14, 2021 · 2 shares · 9,007 followers View post →

OpenSource Orgs

@opensource_orgs · X

RT @Deep__AI: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/Iq6XrbDwVq by Jia…

Nov 14, 2021 · 2 shares · 6,338 followers View post →

DeepAI

@DeepAI · X

MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/Iq6XrbDwVq by Jiancheng Yang et al. #ComputerVision #OpenSource

Oct 30, 2021 · 3 likes · 2 shares · 54,054 followers View post →

Konstantinos Kyriakidis

@kokyriakidis · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 30, 2021 · 10 shares · 411 followers View post →

GOTRUVAY

@gotruvay · X

MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/ClbFdiITxz Become a better expert via https://t.co/3Lriam4BWS #AI #MachineLearning #ArtificialIntelligence #NeuralNetworks #100DaysOfCode #Robotics

Oct 30, 2021 · 69 followers View post →

蒼月@かずにゃん

@kazunyan_nyan · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 30, 2021 · 10 shares · 214 followers View post →

Steven Edwards

@stephenwithavee · X

MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/af6KjhhZzU

Oct 29, 2021 · 215 followers View post →

ぎゃばん＠にーくらのハリセン。

@gavangavan · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 1,797 followers View post →

priya joseph

@ayirpelle · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 4,946 followers View post →

tavo

@TavoGLC · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 775 followers View post →

levan lev

@dr_levan · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 199 followers View post →

Khanh Nguyen

@The_Anh_Ta · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 102 followers View post →

Muktabh Mayank

@muktabh · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 1,449 followers View post →

午後のarXiv

@arxivml · X

"MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification", Jiancheng Yang, R… https://t.co/3uwZ2e34wp

Oct 29, 2021 · 1,133 followers View post →

Siladittya Manna

@sadimanna · X

RT @ducha_aiki: MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification https://t.co/7tZODHi3gb tl;d…

Oct 29, 2021 · 10 shares · 153 followers View post →

Dmytro Mishkin

@ducha_aiki · X

Oct 29, 2021 · 40 likes · 10 shares · 24,194 followers View post →

Tim Leiner

@MLandDL_papers · X

MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification. (arXiv:2110.14795v1 [https://t.co/1uAOVrWCaz]) https://t.co/75FMKAEWTc

Oct 29, 2021 · 496 followers View post →

arXiv reaDer bot (cs-CV)

@arXiv_reaDer · X

MedMNIST v2: A Large-Scale Lightweight Benchmark for 2D and 3D Biomedical Image Classification MedMNIST v2：2Dおよび3D生物医学画像分類のための大規模軽量ベンチマーク 2021-10-27T22:02:04+00:00 arXiv: https://t.co/ZVZXua1Rw6 英/日サマリ↓ https://t.co/794r0Cl1MS

Oct 28, 2021 · 388 followers View post →

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

Mentions per month

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Abstract in brief

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MedMNIST v2: Large-Scale Benchmark for Biomedical Image Classification