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asg2cap

Code accompanying the paper "Say As You Wish: Fine-grained Control of Image Caption Generation with Abstract Scene Graphs" (Chen et al., CVPR 2020, Oral).

autoencoder

个人练习，自编码器及其变形（理论+实践）

binary-neural-networks

Implemented here a Binary Neural Network (BNN) achieving nearly state-of-art results but recorded a significant reduction in memory usage and total time taken during training the network.

binarynet

Training Deep Neural Networks with Weights and Activations Constrained to +1 or -1

binarynet.pytorch

Binarized Neural Network (BNN) for pytorch

bottlenetplusplus

Code for the paper: "BottleNet++: An End-to-End Approach for Feature Compression in Device-Edge Co-Inference Systems"

cold-diffusion-models

Official implementation of Cold-Diffusion for different transformations in pytorch.

compressai

A PyTorch library and evaluation platform for end-to-end compression research

consistency_models

Official repo for consistency models.

cross_modal_compression

office repository for ACM MM 2021 paper: "Cross Modal Compression: "Cross Modal Compression: Towards Human-comprehensible Semantic Compression"

cvpr21_pass

PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"

e2e-dnn-comm-for-image

End to end deep neural network based semantic communication system for image.

ecg_ptbxl_benchmarking

Public repository associated with "Deep Learning for ECG Analysis: Benchmarks and Insights from PTB-XL"

efficient-ai-backbones

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

end-to-end-communications-system

Deep Learning-Based End-to-End Wireless Communication Systems With Conditional GANs as Unknown Channels

ernie

Official implementations for various pre-training models of ERNIE-family, covering topics of Language Understanding & Generation, Multimodal Understanding & Generation, and beyond.

few-shot

Repository for few-shot learning machine learning projects

lightning-hydra-template

PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

lostgans

Official implementation of our ICCV19 paper "Image Synthesis From Reconfigurable Layout and Style"

multimodal-clustering

pix2pixhd

Synthesizing and manipulating 2048x1024 images with conditional GANs

prototypical-networks

Code for the NeurIPS 2017 Paper "Prototypical Networks for Few-shot Learning"

prototypical-networks-for-few-shot-learning-pytorch

Implementation of Prototypical Networks for Few Shot Learning (https://arxiv.org/abs/1703.05175) in Pytorch

py-radio-autoencoder

Python implementation of autoencoder based radio system

pytorch-fcn

PyTorch Implementation of Fully Convolutional Networks. (Training code to reproduce the original result is available.)

pytorch-lightning-template

An easy/swift-to-adapt PyTorch-Lighting template. 套壳模板，简单易用，稍改原来Pytorch代码，即可适配Lightning。You can translate your previous Pytorch code much easier using this template, and keep your freedom to edit all the functions as well. Big-project-friendly as well.

rebornbuddy

Profiles, Plugins and Botbases for RebornBuddy

scenegraph2sentence

t3a

This codebase is the official implementation of Test-Time Classifier Adjustment Module for Model-Agnostic Domain Generalization (NeurIPS2021, Spotlight)

tree-transformer

Implementation of the paper Tree Transformer