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PengGao's Projects

deep_sort icon deep_sort

Simple Online Realtime Tracking with a Deep Association Metric

dlgm icon dlgm

Implementation of the paper 'Deep Learning of Graph Matching', CVPR 2018.

dmgm icon dmgm

Code and dataset for ICRA2023 paper "Deep Masked Graph Matching for Correspondence Identification in Collaborative Perception"

ecole icon ecole

Extensible Combinatorial Optimization Learning Environments

evaluating_bdl icon evaluating_bdl

Official implementation of "Evaluating Scalable Bayesian Deep Learning Methods for Robust Computer Vision", 2019

furniture icon furniture

IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks

geoseg icon geoseg

UNetFormer: A UNet-like transformer for efficient semantic segmentation of remote sensing urban scene imagery, ISPRS. Also, including other vision transformers and CNNs for satellite, aerial image and UAV image segmentation.

glimpse_clouds icon glimpse_clouds

Pytorch implementation of the paper "Glimpse Clouds: Human Activity Recognition from Unstructured Feature Points", F. Baradel, C. Wolf, J. Mille , G.W. Taylor, CVPR 2018

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

hypergraph-matching icon hypergraph-matching

Code of the paper "Game theoretic hypergraph matching for multi-source image correspondences". [论文代码] 超图匹配和多源图像特征点匹配。

irl-imitation icon irl-imitation

Implementation of Inverse Reinforcement Learning (IRL) algorithms in python/Tensorflow. Deep MaxEnt, MaxEnt, LPIRL

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

kalmann icon kalmann

Extended Kalman filter for training neural-networks

lb-foraging icon lb-foraging

Level-Based Foraging (LBF): A multi-agent reinforcement learning environment

learn2branch icon learn2branch

Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)

lidar-bonnetal icon lidar-bonnetal

Semantic and Instance Segmentation of LiDAR point clouds for autonomous driving

mono-uncertainty icon mono-uncertainty

CVPR 2020 - On the uncertainty of self-supervised monocular depth estimation

monoloco icon monoloco

[ICCV 2019] Official implementation of "MonoLoco: Monocular 3D Pedestrian Localization and Uncertainty Estimation" in PyTorch + Social Distancing

mtl icon mtl

Unofficial implementation of: Multi-task learning using uncertainty to weigh losses for scene geometry and semantics

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