Siyuan Yan's repositories
Transmission-BVM
Dataset and code of our AAAI2022 paper "Transmission-Guided Bayesian Generative Model for Smoke Segmentation"
EPVT-and-Skin-DG-benchamrk
Domain generalization benchmark for skin lesion recognition, MICCAI 2023
objectDetectionDatasets
目标检测数据集制作:VOC,COCO,YOLO等常用数据集格式的制作和互相转换脚本
Awesome-explainable-AI
A collection of research materials on explainable AI/ML
ChatPaper
Use ChatGPT to summarize the arXiv papers. 全流程加速科研，利用chatgpt进行论文总结+润色+审稿+审稿回复
Compact-Transformers
[Preprint] Escaping the Big Data Paradigm with Compact Transformers, 2021
cov-weighting
Implementation for our WACV 2021 paper "Multi-Loss Weighting with Coefficient of Variations"
DebiAN
Official code of "Discover and Mitigate Unknown Biases with Debiasing Alternate Networks" (ECCV 2022)
debug-mistakes-cce
Meaningfully debugging model mistakes with conceptual counterfactual explanations. ICML 2022
Deep_Learning-Notebook
Paper list
DermSynth3D
Official code for "DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images". A data generation pipeline for creating photorealistic in-the-wild synthetic dermatalogical data with rich multi-task annotations for various skin-analysis tasks..
detection_template
一个目标检测的通用框架(不需要cuda编译)，支持Yolo全系列(v2~v5)、EfficientDet、RetinaNet、Cascade-RCNN等SOTA网络。
dg_mmld
Pytorch Implementation of Domain Generalization Using a Mixture of Multiple Latent Domains
DoPrompt
Official implementation of PCS in essay "Prompt Vision Transformer for Domain Generalization"
ICCV2021-Paper-Code-Interpretation
ICCV2021/2019/2017 论文/代码/解读/直播合集，极市团队整理
LADS
Official Implementation of LADS (Latent Augmentation using Domain descriptionS)
mmdetection
OpenMMLab Detection Toolbox and Benchmark
MONAI
AI Toolkit for Healthcare Imaging
probabilistic_unet
A U-Net combined with a variational auto-encoder that is able to learn conditional distributions over semantic segmentations.
uncertainty-baselines
High-quality implementations of standard and SOTA methods on a variety of tasks.
uncertainty_estimation_deep_learning
This repository provides the code used to implement the framework to provide deep learning models with total uncertainty estimates as described in "A General Framework for Uncertainty Estimation in Deep Learning" (Loquercio, Segù, Scaramuzza. RA-L 2020).
wildfire-smoke-dataset
Open Wildfire Smoke Datasets
XDEnsembles
Robustness via Cross-Domain Ensembles