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wangshgeo's Projects

pytorch-drl4vrp icon pytorch-drl4vrp

Implementation of: Nazari, Mohammadreza, et al. "Deep Reinforcement Learning for Solving the Vehicle Routing Problem." arXiv preprint arXiv:1802.04240 (2018).

pytorch_notebooks icon pytorch_notebooks

A collection of PyTorch notebooks for learning and practicing deep learning

rotationdetection icon rotationdetection

This is a tensorflow-based rotation detection benchmark, also called UranusDet.

ssai-cnn icon ssai-cnn

Semantic Segmentation for Aerial / Satellite Images with Convolutional Neural Networks including an unofficial implementation of Volodymyr Mnih's methods

tsp-gnn icon tsp-gnn

Graph Neural Network architecture to solve the decision variant of the Traveling Salesperson Problem (is there a Hamiltonian tour in G with up to a given cost?)

tsp-improve icon tsp-improve

An improvement-based Deep Reinforcement Learning Algorithm presented in paper https://arxiv.org/abs/1912.05784v2 for solving the TSP problem.

vsr-lkh icon vsr-lkh

Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem

waternet icon waternet

A convolutional neural network that identifies water in satellite images.

wildcount icon wildcount

Automated counting of animals using rotation invariant features and machine learning classifier

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