peiwang062

matting-survey

Deep Image Matting: A Comprehensive Survey

segment-anything

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to use the model.

Patterns-Extreme-Temperatures

Investigated the global patterns of temperature extremes

Linear-Regression-Best-Index

Evaluated the performance of 3 billion+ band combinations of 9 vegetation index types by conducting regression analysis to determine the optimal chlorophyll index for chlorophyll content estimation.

TransformerEngine

A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit floating point (FP8) precision on Hopper and Ada GPUs, to provide better performance with lower memory utilization in both training and inference.

shap

A game theoretic approach to explain the output of any machine learning model.

ExplainableML-Vision

This repository introduces different Explainable AI approaches and demonstrates how they can be implemented with PyTorch and torchvision. Used approaches are Class Activation Mappings, LIMA and SHapley Additive exPlanations.

c3lt

Official implementation of "Cycle-Consistent Counterfactuals by Latent Transformations"

mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

swin-transformer-pytorch

Implementation of the Swin Transformer in PyTorch.

ucsd-thesis

pytorch-fgvc-dataset

PyTorch custom dataset APIs -- CUB-200-2011, Stanford Dogs, Stanford Cars, FGVC Aircraft, NABirds, Tiny ImageNet, iNaturalist2017

omni-detr

PyTorch implementation of Omni-DETR for omni-supervised object detection: https://arxiv.org/abs/2203.16089

mtt-distillation

Official code for our CVPR '22 paper "Dataset Distillation by Matching Training Trajectories"

torch-cam

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM, XGrad-CAM, Layer-CAM)

LFI-CAM

Code implementation of LFI-CAM with PyTorch

Score-CAM

Official implementation of Score-CAM in PyTorch

fullgrad-saliency

Full-gradient saliency maps

ssl-evaluation

Evaluation of semi-supervised learning on challenging datasets

CenterTrack

Simultaneous object detection and tracking using center points.

nerf-pytorch

A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.

FixMatch-pytorch

Unofficial Pytorch code for "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence" in NeurIPS'20. This repo contains reproduced checkpoints.

c3-gan

Official Pytorch implementation of C3-GAN (Spotlight at ICLR 2022)

explaining-in-style

ML-From-Scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

mljar-supervised

Python package for AutoML on Tabular Data with Feature Engineering, Hyper-Parameters Tuning, Explanations and Automatic Documentation

Metrics

Machine learning evaluation metrics, implemented in Python, R, Haskell, and MATLAB / Octave

MachineLearning_Python

机器学习算法python实现

MEMORABLE

MEMORABLE