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annotated_deep_learning_paper_implementations

🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

bam_attention-module

Official PyTorch code for "BAM: Bottleneck Attention Module (BMVC2018)" and "CBAM: Convolutional Block Attention Module (ECCV2018)"

classification-pytorch

这是各个主干网络分类模型的源码，可以用于训练自己的分类模型。

deep-learning-for-image-processing

deep learning for image processing including classification and object-detection etc.

deeplearning-500-questions

深度学习500问，以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述，以帮助自己及有需要的读者。 全书分为18个章节，50余万字。由于水平有限，书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作，联系[email protected] 版权所有，违权必究 Tan 2018.06

densenet-with-pytorch

使用pytorch实现DenseNet，完成完整的代码框架，从建立数据集、设置参数、训练网络到推理测试。

dynamic-vision-transformer

Accelerating T2t-ViT by 1.6-3.6x.

epsanet

external-attention-pytorch

🍀 Pytorch implementation of various Attention Mechanisms, MLP, Re-parameter, Convolution, which is helpful to further understand papers.⭐⭐⭐

fcanet

FcaNet: Frequency Channel Attention Networks

gfnet-pytorch

A general framework for inferring CNNs efficiently. Reduce the inference latency of MobileNet-V3 by 1.3x on an iPhone XS Max without sacrificing accuracy.

grad-cam-hot-li

[ICCV 2017] Torch code for Grad-CAM

learnable-image-resizing

TF 2 implementation Learning to Resize Images for Computer Vision Tasks (https://arxiv.org/abs/2103.09950v1).

learning-to-resize-pytorch

PyTorch Implementation of Learning to Resize Images for Computer Vision Tasks (arXiv:2103.09950)

lresizervit

A general tf.keras implementation of Learnable Resizer + Vision Transformer.

msdnet-pytorch

MSDNet

msnet-pytorch

pyconv

Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition (https://arxiv.org/pdf/2006.11538.pdf)

pytorch-grad-cam-hot-li

Advanced AI Explainability for computer vision. Support for CNNs, Vision Transformers, Classification, Object detection, Segmentation, Image similarity and more.

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

ranet-pytorch

Resolution adaptive network

resize_network_cv

PyTorch implementation of the paper "Learning to Resize Images for Computer Vision Tasks" on Imagenette and Imagewoof datasets

resizer

PyTorch implementation of the paper "Learning to Resize Images for Computer Vision Tasks" on CIFAR-10

resnet50-cbam-fcanet_x-sdd

sa-net

Code for our ICASSP 2021 paper: SA-Net: Shuffle Attention for Deep Convolutional Neural Networks

sact

Spatially Adaptive Computation Time for Residual Networks

sarnet

spatiallyadaptiveinference-detection

Spatially Adaptive Inference with Stochastic Feature Sampling and Interpolation, ECCV 2020 Oral

testmsdnet

transferable_ra