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Top 12 Jupyter Notebook vision-transformer Projects
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Transformers-Tutorials
This repository contains demos I made with the Transformers library by HuggingFace.
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SaaSHub
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VAR
[NeurIPS 2024 Best Paper Award][GPT beats diffusion🔥] [scaling laws in visual generation📈] Official impl. of "Visual Autoregressive Modeling: Scalable Image Generation via Next-Scale Prediction". An *ultra-simple, user-friendly yet state-of-the-art* codebase for autoregressive image generation! (by FoundationVision)
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Transformer-Explainability
[CVPR 2021] Official PyTorch implementation for Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.
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You can pretty much use it as a drop-in replacement for anything built on top of DINOv2. E.g. if you want to fine-tune a segmentation model you can use EoMT[0] which uses DINOv2 as backbone and replace the backbone with DINOv3. If you just want to run it you can give LightlyTrain a spin [1]. There should also be support in the original EoMT repo soon. The methods in the DINOv3 paper focus on frozen backbones which are usually faster to train but might have lower performance than full fine-tuning.
[0]: https://github.com/tue-mps/eomt
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deep-text-recognition-benchmark
PyTorch code of my ICDAR 2021 paper Vision Transformer for Fast and Efficient Scene Text Recognition (ViTSTR) (by roatienza)
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tensorflow-image-models
TensorFlow port of PyTorch Image Models (timm) - image models with pretrained weights.
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Vision-DiffMask
Official PyTorch implementation of Vision DiffMask, a post-hoc interpretation method for vision models.
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vision_transformer_tf
This repository contains the TensorFlow implementation of the paper "AN IMAGE IS WORTH 16X16 WORDS: TRANSFORMERS FOR IMAGE RECOGNITION AT SCALE" known as vision transformers.
Jupyter Notebook vision-transformer discussion
Jupyter Notebook vision-transformer related posts
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How to annotate compound words to build NER models?
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[discussion] Anybody Working with VITMAE?
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[P] Token-to-Token ViT Implementation in Flax
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[Discussion] Information Extraction with LayoutLMv2
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[R] Code for Tokens-to-Token ViT: Training Vision Transformers from Scratch on ImageNet
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Index
What are some of the best open-source vision-transformer projects in Jupyter Notebook? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | Transformers-Tutorials | 11,672 |
| 2 | VAR | 8,705 |
| 3 | Transformer-Explainability | 1,991 |
| 4 | T2T-ViT | 1,195 |
| 5 | AlphaCLIP | 875 |
| 6 | HIPT | 622 |
| 7 | eomt | 611 |
| 8 | deep-text-recognition-benchmark | 312 |
| 9 | tensorflow-image-models | 290 |
| 10 | vision-transformer-from-scratch | 251 |
| 11 | Vision-DiffMask | 32 |
| 12 | vision_transformer_tf | 29 |