ViT Image Classification Transformer Models

Tools and implementations for training Vision Transformers on image classification tasks across various datasets (MNIST, CIFAR-10, custom domains). Includes from-scratch implementations, fine-tuning tutorials, and comparative studies. Does NOT include vision-language models, object detection, medical imaging, 3D vision, or other downstream vision tasks beyond classification.

There are 34 vit image classification models tracked. The highest-rated is UdbhavPrasad072300/Transformer-Implementations at 48/100 with 69 stars and 31 monthly downloads.

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#	Model	Score	Tier	Stars	Language
1	UdbhavPrasad072300/Transformer-Implementations Library - Vanilla, ViT, DeiT, BERT, GPT	48	Emerging	69	Jupyter Notebook
2	jaehyunnn/ViTPose_pytorch An unofficial implementation of ViTPose [Y. Xu et al., 2022]	46	Emerging	125	Jupyter Notebook
3	tintn/vision-transformer-from-scratch A Simplified PyTorch Implementation of Vision Transformer (ViT)	39	Emerging	241	Jupyter Notebook
4	icon-lab/ResViT Official Implementation of ResViT: Residual Vision Transformers for...	39	Emerging	177	Python
5	gupta-abhay/pytorch-vit An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	36	Emerging	306	Python
6	NVlabs/GroupViT Official PyTorch implementation of GroupViT: Semantic Segmentation Emerges...	35	Emerging	783	Python
7	rishikksh20/CrossViT-pytorch Implementation of CrossViT: Cross-Attention Multi-Scale Vision Transformer...	33	Emerging	208	Python
8	sayakpaul/probing-vits Probing the representations of Vision Transformers.	31	Emerging	340	Jupyter Notebook
9	all-things-vits/code-samples Holds code for our CVPR'23 tutorial: All Things ViTs: Understanding and...	30	Emerging	197	Jupyter Notebook
10	kyegomez/MC-ViT Implementation of the model: "(MC-ViT)" from the paper: "Memory...	30	Emerging	27	Python
11	jordandeklerk/SwinViT Modified Swin Transformer model in PyTorch on CIFAR-10 for image classification	29	Experimental	10	Python
12	Orion-AI-Lab/televit Teleconnection-driven vision transformers for improved long-term forecasting	24	Experimental	35	Python
13	vishvaRam/Fine-Tuning-Siglip2-Vit-Model This repository offers tools and guidance for fine-tuning the Siglip2 Vision...	21	Experimental	5	Python
14	sayannath/ViT-TF-Hub-Application Build and fine-tune your Image Classifier using a Vision Transformer Model...	21	Experimental	11	Jupyter Notebook
15	shub-garg/Vision-Transformer-VIT-for-MNIST This repository implements a Vision Transformer (ViT) to classify...	20	Experimental	15	Jupyter Notebook
16	r-dug/GCViT_Classifier Image classifier and training script, using GCViT	19	Experimental	—	Python
17	godofpdog/ViT_PyTorch This is a simple PyTorch implementation of Vision Transformer (ViT)...	18	Experimental	25	Python
18	benisalla/Tiny-ViT-Transformer-from-scratch This repository offers a straightforward implementation of Vision...	16	Experimental	3	Python
19	guglielmocamporese/visual-transformer-pytorch An easy and minimal implementation of the Visual Transformer (ViT) in...	16	Experimental	3	Python
20	wambugu71/SmartAgriImage_classification_ViT Vision Transformer trained with thousands of agricultural diseases in...	16	Experimental	1	Jupyter Notebook
21	PRITHIVSAKTHIUR/Vit-Mature-Content-Detection Vit-Mature-Content-Detection is an image classification vision-language...	14	Experimental	3	Python
22	zubairmk83/ViTP 🌟 Pretrain domain-specific models using visual instructions to enhance...	14	Experimental	—	Python
23	bikhanal/vision-transformer Implementation of Vision Transformer (ViT) from scratch for image classification.	13	Experimental	5	Jupyter Notebook
24	sergio-sanz-rodriguez/Vision-Transformers-Image-Classification Development of Vision Transformer (ViT) networks for multi-class image...	13	Experimental	6	Jupyter Notebook
25	Vitgracer/ViT-from-scratch Simple minimal Vision Transformer implementation in PyTorch	13	Experimental	2	Python
26	Sid7on1/ViT-Vision-Transformer ViT-ClassiPy is a lightweight Vision Transformer built from scratch using...	12	Experimental	1	—
27	AddictivelyRecursive/lightweight-multimodal-transformer-pipeline Lightweight multimodal transformer pipeline comparing MobileViT and...	12	Experimental	1	Jupyter Notebook
28	jhtobigs/ViT_Survey Vision Transformer Survey and Implementation	11	Experimental	2	Python
29	jordandeklerk/ViT Implementing a vision transformer model in PyTorch on CIFAR-10	11	Experimental	2	Python
30	Nahom32/ViT An implementation of the vision transformer using CIFAR-10.	11	Experimental	—	Jupyter Notebook
31	codebywiam/visual-transformer A deep learning project using Vision Transformer (ViT) to classify bean leaf...	11	Experimental	—	Jupyter Notebook
32	PawanKonwar/Huggingface-Image-Project Custom Vision Transformer (ViT) implementation for image classification....	11	Experimental	—	Python
33	conceptofmind/DeepViT-flax Implementation of Deep Vision Transformer in Flax	10	Experimental	1	Python
34	KimiaaK/vision-transformer-HuggingFace This project utilizes ViT via HuggingFace to classify 9 strawberry diseases.	10	Experimental	1	Python