sgan

Human trajectory predictor

An implementation of a Generative Adversarial Network for predicting human trajectories in social scenarios.

Code for "Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks", Gupta et al, CVPR 2018

GitHub

828 stars
19 watching
262 forks
Language: Python
last commit: 12 months ago
Linked from 1 awesome list

deep-learninggenerative-adversarial-networkhuman-trajectory-predictionpytorchsocial-navigationtrajectory-prediction

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
pxiangwu/motionnet Develops accurate perception and motion prediction models for autonomous vehicles based on 2D maps 169
dougsm/ggcnn A deep learning-based system for generating precise grasp poses for robots in real-time 514
mrgemy95/visual-interaction-networks-pytorch An implementation of Deepmind's Visual Interaction Networks using PyTorch to predict future events in physical scenes. 166
pzuh/n-grampredictor An n-Gram predictor algorithm implemented in ActionScript 3.0 to predict the next action based on saved data or sequences. 4
dawnranger/pytorch-agnn An implementation of an attention-based graph neural network in PyTorch for semi-supervised learning 145
vonfeng/deepmove A PyTorch-based implementation of a predictive model for human mobility patterns using attention mechanisms and recurrent neural networks. 144
carpedm20/discogan-pytorch A PyTorch implementation of a Generative Adversarial Network (GAN) for discovering cross-domain relations. 1,084
imatge-upc/saliency-2016-cvpr This project proposes a solution to predict salient areas in images using convolutional neural networks. 185
mhjabreel/stf-rnn Recurrent neural network model for predicting people's next location based on spatial and temporal features 28
sta-ger/thebot An AI project that trains a neural network to predict the angle between two points using JavaScript and synaptic.js. 6
csailvision/gandissect Visualizes and understands internal representations of generative adversarial networks (GANs) to analyze their behavior and improve performance. 1,770
kieranrcampbell/phenopath A tool for inferring genomic trajectories from expression data with environmental and genetic covariates 10
chingyaoc/ggnn.pytorch An implementation of a neural network architecture for processing graph-structured data and making predictions on nodes. 465
gram-ai/radio-transformer-networks An implementation of a machine learning-based communications system using deep learning techniques. 127
benedekrozemberczki/pytorch_geometric_temporal A PyTorch extension for building temporal graph neural networks with support for recurrent and attention-based models 2,677