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Ruizhi Yang's Projects

3dqd icon 3dqd

[CVPR'23] Official PyTorch implementation ofย 3DQD: Generalized Deep 3D Shape Prior via Part-Discretized Diffusion Process

a-compact-and-interpretable-convolutional-neural-network-for-single-channel-eeg icon a-compact-and-interpretable-convolutional-neural-network-for-single-channel-eeg

In this project, we propose a CNN model to classify single-channel EEG for driver drowsiness detection. We use the Class Activation Map (CAM) method for visualization. Results show that the model not only has a high accuracy but also learns biologically explainable features, e.g., Alpha spindles and Theta burst, as evidence for the drowsy state.

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

๐Ÿง‘โ€๐Ÿซ 59 Implementations/tutorials of deep learning papers with side-by-side notes ๐Ÿ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), ๐ŸŽฎ reinforcement learning (ppo, dqn), capsnet, distillation, ... ๐Ÿง 

arctic icon arctic

This is a repository for downloading, processing, visualizing, and training models on the ARCTIC dataset.

attnsleep icon attnsleep

[IEEE TNSRE] "An Attention-based Deep Learning Approach for Sleep Stage Classification with Single-Channel EEG"

contrastive-htc icon contrastive-htc

This repository implements a contrastive learning model for hierarchical text classification. This work has been accepted as the long paper "Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification" in ACL 2022.

diffusion-sdf icon diffusion-sdf

[CVPR 2023] Diffusion-SDF: Text-to-Shape via Voxelized Diffusion

dnssystem icon dnssystem

A Simple DNS System -- Coursework of Internet Applications

ds-ddpm icon ds-ddpm

Implementation of Domain Specific Denoising Diffusion Probabilistic Models for Brain Dynamics/EEG Signals

lgg icon lgg

[TNNLS-2023] This is the PyTorch implementation of LGGNet.

ts-tcc icon ts-tcc

[IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

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