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Top 20 Jupyter Notebook image-classification Projects
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notebooks
A collection of tutorials on state-of-the-art computer vision models and techniques. Explore everything from foundational architectures like ResNet to cutting-edge models like RF-DETR, YOLO11, SAM 3, and Qwen3-VL.
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bootcamp
Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc. (by milvus-io)
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torchxrayvision
TorchXRayVision: A library of chest X-ray datasets and models. Classifiers, segmentation, and autoencoders.
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pytorch-image-classification
Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.
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examples
Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc. (by towhee-io)
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TorchServe: Model Serving for PyTorch
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FunMatch-Distillation
TF2 implementation of knowledge distillation using the "function matching" hypothesis from https://arxiv.org/abs/2106.05237.
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timm-flutter-pytorch-lite-blogpost
PyTorch at the Edge: Deploying Over 964 TIMM Models on Android with TorchScript and Flutter.
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Transformer-in-Transformer
An Implementation of Transformer in Transformer in TensorFlow for image classification, attention inside local patches (by Rishit-dagli)
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continual-pretraining-nlp-vision
Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357
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gem
A Pytorch-based library to evaluate learning methods on small image classification datasets (by lorenzobrigato)
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cifar100-classification
Discontinued A comprehensive PyTorch project for image classification on CIFAR-100 using ResNet50. Features transfer learning, fine-tuning, and a Streamlit app for interactive demonstrations. Ideal for exploring deep learning, computer vision, and practical model deployment. [GET https://api.github.com/repos/Amirali-SoltaniRad/cifar100-classification: 404 - Not Found // See: https://docs.github.com/rest/repos/repos#get-a-repository]
Project mention: Show HN: ResNet-50 hits 84.35% on CIFAR-100 with heavy augmentations | news.ycombinator.com | 2025-11-19Achieved 84.35% test accuracy on CIFAR-100 using a standard ResNet-50. Most public implementations top out around 81%, so this result is unusually high for a classic architecture.
Key points:
Heavy augmentations: Mixup, CutMix, ColorJitter, RandomErasing, rotations, affine transforms, and Gaussian blur.
Progressive fine-tuning: ImageNet-pretrained ResNet-50 trained in stages with OneCycleLR and mixed precision.
Streamlit demo: Upload your own images and see real-time CIFAR-100 predictions with confidence scores.
Accessible hardware: Trained on a single GTX 1650 (~15 hours), no massive cluster needed.
Repo & demo: https://github.com/Amirali-SoltaniRad/cifar100-classificatio...
Question for the community:
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Lopt
A Multi-modal deepfake classification framework leveraging ViT and TimeSformer based architectures.
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One-Piece-Image-Classifier
A quick image classifier trained with manually selected One Piece images.
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Super-Cars-VS-SUVs
This is a deep neural network that looks at an images of cars and then classify them as suv and supercars
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Jupyter Notebook image-classification discussion
Jupyter Notebook image-classification related posts
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Show HN: ResNet-50 hits 84.35% on CIFAR-100 with heavy augmentations
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84.35% on CIFAR-100 with ResNet-50
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Roboflow Notebooks: 60+ computer vision modeling notebooks
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Roboflow Notebooks: 30+ tutorials on using SOTA models and vision techniques
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Notebooks: How to tutorials for computer vision models and techniques
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how to deploy object detection and image classification model in flutter?
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Training Instance Segmentation models on custom dataset
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A note from our sponsor - SaaSHub
www.saashub.com | 12 Jul 2026
Index
What are some of the best open-source image-classification projects in Jupyter Notebook? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | notebooks | 9,539 |
| 2 | bootcamp | 2,438 |
| 3 | torchxrayvision | 1,167 |
| 4 | pytorch-image-classification | 1,085 |
| 5 | examples | 521 |
| 6 | vision-transformer-from-scratch | 251 |
| 7 | HugsVision | 199 |
| 8 | serving-pytorch-models | 102 |
| 9 | FunMatch-Distillation | 88 |
| 10 | glami-1m | 78 |
| 11 | timm-flutter-pytorch-lite-blogpost | 45 |
| 12 | Transformer-in-Transformer | 43 |
| 13 | is-it-huggable | 28 |
| 14 | continual-pretraining-nlp-vision | 22 |
| 15 | gem | 18 |
| 16 | cifar100-classification | 7 |
| 17 | Lopt | 4 |
| 18 | TFLiteClassification | 3 |
| 19 | One-Piece-Image-Classifier | 2 |
| 20 | Super-Cars-VS-SUVs | 1 |
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