Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)
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Updated
Aug 15, 2018 - Python
Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)
Predicting Future Instance Segmentation by Forecasting Convolutional Features
Multiple driving action prediction model using Faster-RCNN and object-centric network.
A pytorch reimplement of PredNet, which is a deep recurrent convolutional neural network for video prediction and unsupervised learning.
Stochastic Adversarial Video Prediction
Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)
Code release for "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics" (CVPR 2019)
Deep learning for video compression.
This is a literature review and code implementation for the video prediction task
Quick Overview of Video Prediction with Deep Learning
Surveillance Perspective Human Action Recognition Dataset: 7759 Videos from 14 Action Classes, aggregated from multiple sources, all cropped spatio-temporally and filmed from a surveillance-camera like position.
Synthetically Generated Surveillance Perspective Human Action Recognition Dataset: 6901 Videos from 10 action classes, made by a 3D Simulation, all cropped spatio-temporally and filmed from a surveillance-camera like position.
Unsupervised Learning for Physical Interaction through Video Prediction (NeuraIPS2016)
Video Predicting using ConvLSTM and pytorch
Masterthesis by Fabian Hofmann (2021, @TU-Berlin/DOS)
Experimental fork of TimeSformer from Facebook AI to extend the attention-based model to video generation.
Collection of High Performance Deep Learning Models for Video Prediction with experiments
Experimental fork of TimeSformer from Facebook AI to extend the attention-based model to video generation.
Implementation of Convolutional Encoder Decoder Network for short term (0 - 2 hours) weather forecasting.
Implementation of Transformer Encoder Decoder Architecture for Video Predictions
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