Popular GitHub Repositories for Sleep Stage Scoring

YOLOv6: a single-stage object detection framework dedicated to industrial applications.

FCOS: Fully Convolutional One-Stage Object Detection (ICCV'19)

Scaled-YOLOv4: Scaling Cross Stage Partial Network

Codes for our paper "CenterNet: Keypoint Triplets for Object Detection" .

Bi-directional Attention Flow (BiDAF) network is a multi-stage hierarchical process that represents context at different levels of granularity and uses a bi-directional attention flow mechanism to achieve a query-aware context representation without early summarization.

Monocular, One-stage, Regression of Multiple 3D People and their 3D positions & trajectories in camera & global coordinates. ROMP[ICCV21], BEV[CVPR22], TRACE[CVPR2023]

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

"Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement" (ICCV 2023) & (NTIRE 2024 Challenge)

Two-stage CenterNet

Fast and Accurate One-Stage Space-Time Video Super-Resolution (accepted in CVPR 2020)

SMOKE: Single-Stage Monocular 3D Object Detection via Keypoint Estimation

A PyTorch and TorchDrug based deep learning library for drug pair scoring. (KDD 2022)

FreeAnchor: Learning to Match Anchors for Visual Object Detection (NeurIPS 2019)

Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection, NeurIPS2020

VITS2: Improving Quality and Efficiency of Single-Stage Text-to-Speech with Adversarial Learning and Architecture Design

Code for AAAI 2021 paper: R3Det: Refined Single-Stage Detector with Feature Refinement for Rotating Object

A single stage object detection toolbox based on PyTorch

Generalized Focal Loss V2: Learning Reliable Localization Quality Estimation for Dense Object Detection, CVPR2021

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

DeepSleepNet: a Model for Automatic Sleep Stage Scoring based on Raw Single-Channel EEG