Top 23 Python Imagenet Projects

• pytorch-image-models

  35 30,220 9.4 Python

  The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

  

Project mention: FLaNK AI Weekly 18 March 2024 | dev.to | 2024-03-18

• Swin-Transformer

  23 13,126 2.8 Python

  This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

  

Project mention: Samsung expected to report 80% profit plunge as losses mount at chip business | news.ycombinator.com | 2023-10-10

> there is really nothing that "normal" AI requires that is bound to CUDA. pyTorch and Tensorflow are backend agnostic (ideally...).

There are a lot of optimizations that CUDA has that are nowhere near supported in other software or even hardware. Custom cuda kernels also aren't as rare as one might think, they will often just be hidden unless you're looking at libraries. Our more well known example is going to be StyleGAN[0] but it isn't uncommon to see elsewhere, even in research code. Swin even has a cuda kernel[1]. Or find torch here[1] (which github reports that 4% of the code is cuda (and 42% C++ and 2% C)). These things are everywhere. I don't think pytorch and tensorflow could ever be agnostic, there will always be a difference just because you have to spend resources differently (developing kernels is time resource). We can draw evidence by looking at Intel MKL, which is still better than open source libraries and has been so for a long time.

I really do want AMD to compete in this space. I'd even love a third player like Intel. We really do need competition here, but it would be naive to think that there's going to be a quick catchup here. AMD has a lot of work to do and posting a few bounties and starting a company (idk, called "micro grad"?) isn't going to solve the problem anytime soon.

And fwiw, I'm willing to bet that most AI companies would rather run in house servers than from cloud service providers. The truth is that right now just publishing is extremely correlated to compute infrastructure (doesn't need to be but with all the noise we've just said "fuck the poor" because rejecting is easy) and anyone building products has costly infrastructure.

[0] https://github.com/NVlabs/stylegan2-ada-pytorch/blob/d72cc7d...

[1] https://github.com/microsoft/Swin-Transformer/blob/2cb103f2d...

[2] https://github.com/pytorch/pytorch/tree/main/aten/src

• Scout Monitoring

  www.scoutapm.com featured

  Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

  

• segmentation_models.pytorch

  14 8,951 4.1 Python

  Segmentation models with pretrained backbones. PyTorch.

Project mention: Instance segmentation of small objects in grainy drone imagery | /r/computervision | 2023-12-09

Also, I’d suggest considering switching to the segmentation-models library - it provides U-Net models with a variety of pretrained backbones of as encoders. The author also put out a PyTorch version. https://github.com/qubvel/segmentation_models.pytorch https://github.com/qubvel/segmentation_models

• EfficientNet-PyTorch

  2 7,715 0.0 Python

  A PyTorch implementation of EfficientNet and EfficientNetV2 (coming soon!)

• TensorLayer

  1 7,296 0.0 Python

  Deep Learning and Reinforcement Learning Library for Scientists and Engineers

  

• Efficient-AI-Backbones

  3 3,862 5.8 Python

  Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

  

• efficientnet

  9 2,067 0.0 Python

  Implementation of EfficientNet model. Keras and TensorFlow Keras.

Project mention: Getting Started with Gemma Models | dev.to | 2024-04-15

Examples of lightweight models include MobileNet, a computer vision model designed for mobile and embedded vision applications, EfficientDet, an object detection model, and EfficientNet, a CNN that uses compound scaling to enable better performance. All these are lightweight models from Google.

• InfluxDB

  www.influxdata.com featured

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• ml-cvnets

  4 1,702 4.8 Python

  CVNets: A library for training computer vision networks

  

Project mention: Apple Researchers Introduce ByteFormer: An AI Model That Consumes Only Bytes And Does Not Explicitly Model The Input Modality - MarkTechPost | /r/singularity | 2023-06-16

https://github.com/apple/ml-cvnets/tree/main/examples/byteformer - Where the code will be located once uploaded

• EfficientFormer

  2 957 3.3 Python

  EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]

  

Project mention: A look at Apple’s new Transformer-powered predictive text model | news.ycombinator.com | 2023-09-16

I'm pretty fatigued on constantly providing references and sources in this thread but an example of what they've made availably publicly:

https://github.com/snap-research/EfficientFormer

• pytorch2keras

  2 846 0.0 Python

  PyTorch to Keras model convertor

Project mention: Help Needed: Converting PlantNet-300k Pretrained Model Weights from Tar to h5 Format Help | /r/learnpython | 2023-06-09

It's almost certainly a pickled pytorch model so you will first need to load it using pytorch and then write it out to h5 (legacy keras format) with https://github.com/gmalivenko/pytorch2keras.

• MEAL-V2

  1 684 1.8 Python

  MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks. In NeurIPS 2020 workshop.

• natural-adv-examples

  1 576 0.0 Python

  A Harder ImageNet Test Set (CVPR 2021)

• CvT

  2 518 0.0 Python

  This is an official implementation of CvT: Introducing Convolutions to Vision Transformers.

  

• datumaro

  2 492 9.4 Python

  Dataset Management Framework, a Python library and a CLI tool to build, analyze and manage Computer Vision datasets.

  

• GCVit

  1 415 7.0 Python

  [ICML 2023] Official PyTorch implementation of Global Context Vision Transformers

  

• assembled-cnn

  1 330 0.0 Python

  Tensorflow implementation of "Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network"

  

• PyTorch-Model-Compare

  3 316 0.0 Python

  Compare neural networks by their feature similarity

• FQ-ViT

  2 263 1.1 Python

  [IJCAI 2022] FQ-ViT: Post-Training Quantization for Fully Quantized Vision Transformer

  

• dytox

  1 132 1.8 Python

  Dynamic Token Expansion with Continual Transformers, accepted at CVPR 2022

• CeiT

  1 95 0.0 Python

  Implementation of Convolutional enhanced image Transformer

• ModelZoo.pytorch

  1 49 0.0 Python

  Hands on Imagenet training. Unofficial ModelZoo project on Pytorch. MobileNetV3 Top1 75.64🌟 GhostNet1.3x 75.78🌟

• biprop

  2 46 0.0 Python

  Identify a binary weight or binary weight and activation subnetwork within a randomly initialized network by only pruning and binarizing the network.

• BSN

  1 40 0.0 Python

  [NeurIPS 2021] Why Spectral Normalization Stabilizes GANs: Analysis and Improvements

• SaaSHub

  www.saashub.com featured

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

Python Imagenet related posts

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 21 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 21 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 20 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 20 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 19 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 19 Nov 2023

• labelImg: NEW Data - star count:20925.0

  1 project | /r/algoprojects | 17 Nov 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 3 Jun 2024

  Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

Index

Sponsored

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com

Do not miss the trending Python projects with our weekly report!