Repository Index

AI Roadmap:机器学习(Machine Learning)、深度学习(Deep Learning)、对抗神经网络(GAN），图神经网络（GNN），NLP，大数据相关的发展路书(roadmap), 并附海量源码（python，pytorch）带大家消化基本知识点，突破面试，完成从新手到合格工程师的跨越，其中深度学习相关论文附有tensorflow caffe官方源码，应用部分含推荐算法和知识图谱

• deep-learning
• image-classification
• machine-learning
• neural-network

Sandbox for training deep learning networks

• machine-learning
• deep-learning
• mxnet
• gluon

A cross-platform video structuring (video analysis) framework based on CV models & mLLM.

• cv
• deep-learning
• object-detection
• opencv

Images to inference with no labeling (use foundation models to train supervised models).

• computer-vision
• model-distillation
• auto-labeling
• deep-learning

Deep Learning Server and CLI for Torch and TensorRT

• deep-learning
• machine-learning
• caffe
• xgboost

Dealing with all unstructured data, such as reverse image search, audio search, molecular search, video analysis, question and answer systems, NLP, etc.

• milvus
• unstructured-data
• image-search
• audio-search

The collection of pre-trained, state-of-the-art AI models for ailia SDK

• deep-learning
• face-recognition
• face-detection
• object-detection

Nudity detection with JavaScript and HTMLCanvas

• javascript
• image-processing
• image-classification
• nudity-detection

A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.

• pytorch
• imbalanced-data
• image-classification
• data-sampling

Emgu CV is a cross platform .Net wrapper to the OpenCV image processing library.

• ai
• computer-vision
• dotnet
• emgu

ICCV2021/2019/2017 论文/代码/解读/直播合集，极市团队整理

• machine-learning
• computer-vision
• deep-learning
• object-detection

ECCV 2026 论文和开源项目合集，同时欢迎各位大佬提交issue，分享ECCV 2026论文和开源项目

• eccv2020
• eccv-2020
• eccv
• object-detection

[CVPR 2025] Official PyTorch Implementation of MambaVision: A Hybrid Mamba-Transformer Vision Backbone

• deep-learning
• foundation-models
• image-classification
• mamba

Implementation of EfficientNet model. Keras and TensorFlow Keras.

• classification
• imagenet
• efficientnet
• pretrained-models

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

• convolutional-neural-networks
• attention-model
• image-classification
• image-segmentation

Integrate deep learning models for image classification | Backbone learning/comparison/magic modification project

• pytorch
• image-classification
• transformer
• cnn

fastdup is a powerful, free tool designed to rapidly generate valuable insights from image and video datasets. It helps enhance the quality of both images and labels, while significantly reducing data operation costs, all with unmatched scalability.

• data-curation
• dataset
• deep-learning
• image-duplicate-detection

🚀 Easier & Faster YOLO Deployment Toolkit for NVIDIA 🛠️

• tensorrt
• tensorrt-inference
• tensorrt10
• computer-vision

The most accurate natural language detection library for Python, suitable for short text and mixed-language text

• nlp
• natural-language-processing
• language-detection
• language-recognition

🙄 Difficult algorithm, Simple code.

• tensorflow2
• tensorflow-examples
• deep-learning
• deep-neural-networks

A coding-free framework built on PyTorch for reproducible deep learning studies. PyTorch Ecosystem. 🏆28 knowledge distillation methods presented at TPAMI, CVPR, ICLR, ECCV, NeurIPS, ICCV, AAAI, etc are implemented so far. 🎁 Trained models, training logs and configurations are available for ensuring the reproducibiliy and benchmark.

• knowledge-distillation
• pytorch
• image-classification
• imagenet

Official Implementation of 'Fast AutoAugment' in PyTorch.

• deep-learning
• convolutional-neural-networks
• pytorch
• augmentation

PyTorch extensions for fast R&D prototyping and Kaggle farming

• pytorch
• kaggle
• image-classification
• image-segmentation

利用pytorch实现图像分类的一个完整的代码，训练，预测，TTA，模型融合，模型部署，cnn提取特征，svm或者随机森林等进行分类，模型蒸馏，一个完整的代码

• pytorch
• image-classification
• deployment
• svm