Medical Image Diagnosis Transformers Transformer Models

Tools for diagnosing medical conditions from medical imaging data using transformer-based models (ViT, Swin, DINOv2, etc.). Includes skin lesions, tumors, retinopathy, and cancer detection. Does NOT include general medical text analysis, non-transformer medical imaging, or non-diagnostic medical applications.

There are 32 medical image diagnosis transformers models tracked. 1 score above 50 (established tier). The highest-rated is Omid-Nejati/MedViTV2 at 54/100 with 91 stars.

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# Model Score Tier
1 Omid-Nejati/MedViTV2

MedViTV2: Medical Image Classification with KAN-Integrated Transformers and...

54
Established
2 fahadshamshad/awesome-transformers-in-medical-imaging

A collection of resources on applications of Transformers in Medical Imaging.

41
Emerging
3 urmzd/md-classifier

A deep learning system combining transformers and CNNs to classify diseases...

40
Emerging
4 jaketae/vit-breast-cancer

Transfer learning pretrained vision transformers for breast histopathology

36
Emerging
5 jmnolte/HCCNet

Early prediction of liver cancer using longitudinal MRI

34
Emerging
6 ChaitanyaK77/Optimal-Detection-of-Diabetic-Retinopathy-Severity-Using-Attention-Based-CNN-and-Vision-Transformers

This repository contains the implementation of a hybrid model combining...

31
Emerging
7 abdur75648/MedicalGPT

Medical Report Generation And VQA (Adapting XrayGPT to Any Modality)

31
Emerging
8 pohl-michel/2D-MR-image-prediction

Future frame prediction in 2D chest and liver cine-MRI using the PCA...

29
Experimental
9 Type-Here/med-vix-ray

A Knowledge-Guided Model for CXR classification

27
Experimental
10 mahsaama/ViT3D-BrainTumorSegmentation

Segmentation of Brain Tumors using Vision Transformer

25
Experimental
11 marvelefe/vit-brain-tumor

Vision Transformer (ViT) model for brain tumour detection and classification

25
Experimental
12 yuval6957/SIIM-Transformer

Yuval and nosound models and write-up for Kaggle's competition "SIIM-ISIC...

24
Experimental
13 AI-14/pkatransnet

[IVC 2025] [Official code] - Enhancing radiology report generation: A prior...

24
Experimental
14 AI-14/micar-vl-moe

[IJCNN 2025] [Official code] - MicarVLMoE: A modern gated cross-aligned...

23
Experimental
15 agentdr1/LA_MIL

Implementation of LA_MIL, Local Attention Graph-based Transformer for WSIs, PyTorch

22
Experimental
16 azwad-tamir/Transfer_ViT

Pretraining and finetuning different vision transformer models on the...

22
Experimental
17 kambhampati-vijaya-sri-vyshnavi-devi89/medical-image-classifier

Deep learning-based thoracic disease classification using transfer learning...

21
Experimental
18 CristianoPatricio/viconex-med

Code for the paper "ViConEx-Med: Visual Concept Explainability via...

21
Experimental
19 samibahig/Prediction-Image-Protocole-

Classification automatique des protocoles TDM (C+/C-/C- C+) via OCR +...

21
Experimental
20 perceivelab/Transformer-IPMN

Official PyTorch implementation for paper: "Neural Transformers for...

20
Experimental
21 saizk/GlioScan

IDH Classification for Gliomas using CNN and Transformers.

20
Experimental
22 MohamedAmineDHIAB/guided_self-attention_for_vision_transformer

Building a dockerized classifier for detecting dysplastic colon glands while...

18
Experimental
23 AnjaliiD/Breast-Cancer-Subtype-Classification

Multimodal deep learning model for breast cancer subtype classification...

17
Experimental
24 boomer3boom/ViT_Skin-Cancer-Diagnosis

Repository for deep learning course on the use of Vision Transformer to make...

13
Experimental
25 nestivi/bachelor

This project implements an advanced Cascade Convolutional Neural Network...

13
Experimental
26 DeborahAdedigba/Melanoma-Detection-using-Transformer

Implementation of a transformer-CNN ensemble framework for multi-class...

13
Experimental
27 galassoandrea/skin-lesion-classification

Fine-tuning of a Transformer-based model for Skin Lesion Classification in...

13
Experimental
28 sAI-2025/Chest-X-Ray-Pneumonia-Detector-xAI-web-app

Developed a pneumonia detection system using MobileNet-V3 with transfer...

11
Experimental
29 D-Kumar19/RCC-Cancer-Diagnostics

Revolutionizing Kidney Cancer Detection: Harnessing AI to Predict Renal Cell...

11
Experimental
30 3bdulah/multimodal-diagnosis

Multi-modal AI system for diagnosing respiratory diseases using Vision...

11
Experimental
31 ai-art-dev99/master-project

Fine-tuned Large Language Models to generate detailed radiology reports...

10
Experimental
32 bmi-labmedinfo/radiology-qa-transformer

Supplementary material for "Reshaping free-text radiology notes into...

10
Experimental