video-prediction

There are 11 repositories under video-prediction topic.

danijar / dreamerv2
Mastering Atari with Discrete World Models
artificial-intelligence atari deep-learning machine-learning reinforcement-learning research robotics video-prediction world-models
Language:Python 873
chengtan9907 / OpenSTL
OpenSTL: A Comprehensive Benchmark of Spatio-Temporal Predictive Learning
benchmark deep-learning predictive-learning pytorch self-supervised-learning video-prediction weather-forecast awesome-list artificial-intelligence attention-mechanism computer-vision mlp transformer awesome-lists
Language:Python 667
nihaomiao / CVPR23_LFDM
The pytorch implementation of our CVPR 2023 paper "Conditional Image-to-Video Generation with Latent Flow Diffusion Models"
cvpr2023 diffusion-models image-animation image-to-video latent-diffusion optical-flow video-generation video-prediction
Language:Python 436
thuml / predrnn-pytorch
Official implementation for NIPS'17 paper: PredRNN: Recurrent Neural Networks for Predictive Learning Using Spatiotemporal LSTMs.
video-prediction predictive-learning recurrent-neural-networks
Language:Python 426
alexlee-gk / video_prediction
Stochastic Adversarial Video Prediction
video-prediction stochastic adversarial vae variational-autoencoder generative-adversarial-network gan vae-gan video-generation
Language:Python 303
Yunbo426 / predrnn-pp
Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)
deep-learning spatio-temporal-modeling video-prediction
Language:Python 253
google / e3d_lstm
e3d-lstm; Eidetic 3D LSTM A Model for Video Prediction and Beyond
deeplearning video-prediction lstm rnn-tensorflow rnns unsupervised-learning video tensorflow
Language:Python 192
Westlake-AI / MogaNet
[ICLR 2024] MogaNet: Efficient Multi-order Gated Aggregation Network
imagenet pytorch vision-transformer image-classification object-detection pose-estimation segmentation instance-segmentation video-prediction 3d-pose-estimation ade20k backbone coco machine-learning mamba cnn convnet
Language:Jupyter Notebook 153
JunyaoHu / common_metrics_on_video_quality
You can easily calculate FVD, PSNR, SSIM, LPIPS for evaluating the quality of generated or predicted videos.
fvd metrics psnr pytorch ssim video video-generation video-prediction
Language:Python 150
Yunbo426 / MIM
Code release for "Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics" (CVPR 2019)
cvpr-2019 predictive-neural-network spatiotemporal-dynamics video-prediction
Language:Python 148
PRBonn / point-cloud-prediction
Self-supervised Point Cloud Prediction Using 3D Spatio-temporal Convolutional Networks
lidar prediction self-supervised-learning point-cloud point-cloud-forecasting point-cloud-prediction point-forecasting point cloud forecasting video video-prediction range-image
Language:Python 139
holmdk / Video-Prediction-using-PyTorch
Video Predicting using ConvLSTM and pytorch
video-prediction video-prediction-models frame-prediction convlstm pytorch pytorch-lightning deep-learning
Language:Python 103
pairlab / SlotFormer
Code release for ICLR 2023 paper: SlotFormer on object-centric dynamics models
computer-vision deep-learning dynamics-model planning pytorch video-prediction vqa
Language:Python 94
sangmin-git / LMC-Memory
Official PyTorch implementation of "Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning" (CVPR 2021 Oral)
cvpr2021 pytorch video-prediction
Language:Python 84
edouardelasalles / srvp
Official implementation of the paper Stochastic Latent Residual Video Prediction
pytorch deep-learning video-prediction vae stochastic latent-variable-models generative-model icml-2020
Language:Python 77
SPHAR-Dataset
AlexanderMelde / SPHAR-Dataset
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.
action-recognition human-activity-recognition surveillance-systems dataset cctv-detection cctv machine-learning artificial-intelligence human-action-recognition video-classification video-prediction video-dataset
Language:Python 72
aserdega / convlstmgru
Pytorch implementations of ConvLSTM and ConvGRU modules with examples
convlstm convgru pytorch video-prediction moving-mnist bouncing-mnist seq-to-seq encoder-decoder
Language:Python 66
thuml / iVideoGPT
Official repo for "iVideoGPT: Interactive VideoGPTs are Scalable World Models", https://arxiv.org/abs/2405.15223
model-based-reinforcement-learning video-prediction visual-planning world-model
Language:Python 52
thuml / MotionRNN
About Code release for "MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions" (CVPR 2021) https://arxiv.org/abs/2103.02243
deep-learning video-prediction
Language:Python 50
adnortje / deepvideo
Deep learning for video compression.
video-compression video-prediction deep-learning pytorch
Language:Jupyter Notebook 42
iarai / weather4cast
Code accompanying our IARAI Weather4cast Challenge
machine-learning deep-learning dataset weather-forecast benchmark competition video-prediction transfer-learning satellite-imagery precipitation temperature nowcasting
Language:Jupyter Notebook 42
kaanakan / slamp
SLAMP: Stochastic Latent Appearance and Motion Prediction
deep-learning pytorch generative-model stochastic vae latent-variable-models video-prediction iccv2021 autonomous-driving optical-flow future-prediction
Language:Python 40
iamrakesh28 / Video-Prediction
Implementation of Transformer Encoder Decoder Architecture for Video Predictions
transformer-architecture video-prediction conv-lstm encoder-decoder-architecture
Language:Python 39
juliuskunze / cwvae-jax
Clockwork VAEs in JAX/Flax
deep-learning jax machine-learning research video-prediction world-models
Language:Python 31
zcrwind / PredNet_pytorch
A pytorch reimplement of PredNet, which is a deep recurrent convolutional neural network for video prediction and unsupervised learning.
prednet pytorch unsupervised-learning video-prediction
Language:Python 27
xzr12 / PredCNN
Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)
deep-learning spatio-temporal-modeling video-prediction
Language:Python 25
AIS-Bonn / vp-suite
A general framework for video prediction in PyTorch.
pytorch deep-learning neural-networks video-prediction video-prediction-models models datasets
Language:Python 23
tsujuifu / pytorch_tvc
A PyTorch implementation of TVC
cvpr2023 pytorch video-completion video-prediction vision-and-language
Language:Jupyter Notebook 22
vineeths96 / Video-Frame-Prediction
In this repository, we focus on video frame prediction the task of predicting future frames given a set of past frames. We present an Adversarial Spatio-Temporal Convolutional LSTM architecture to predict the future frames of the Moving MNIST Dataset. We evaluate the model on long-term future frame prediction and its performance of the model on out-of-domain inputs by providing sequences on which the model was not trained.
video-prediction video-processing frame-prediction convlstm generative-adversarial-network moving-mnist
Language:Python 21
arnavkj1995 / VSG
Learning Robust Dynamics Through Variational Sparse Gating
deep-reinforcement-learning model-based-reinforcement-learning world-models deep-learning machine-learning research video-prediction
Language:Python 20
iamrakesh28 / Deep-Learning-for-Weather-and-Climate-Science
Implementation of Convolutional Encoder Decoder Network for short term (0 - 2 hours) weather forecasting.
weather-forecasting reflectivity-maps convolutional-lstm moving-mnist encoder-decoder-architecture video-prediction
Language:Python 20
Westlake-AI / SEMA
Switch EMA: A Free Lunch for Better Flatness and Sharpness
image-classification image-generation object-detection optimization pytorch regression regularization self-supervised-learning video-prediction
Language:Python 15
AIS-Bonn / OCVP-object-centric-video-prediction
Official implementation of: "Object-Centric Video Prediction via Decoupling of Object Dynamics and Interactions" by Villar-Corrales et al. ICIP 2023
transformers unsupervised-learning video-prediction object-centric-learning object-centric-video-prediction
Language:Python 14
taldatech / ddlp
[TMLR 2024] Official PyTorch Implementation of Deep Dynamic Latent Particles
dlp latent particles pytorch vae video-generation video-prediction ddlp
Language:Jupyter Notebook 13
dadadadawjb / awesome-video-prediction
A curated list of awesome video prediction papers
awesome computer-vision papers video-prediction
9
tumeteor / neurips2019challenge
Solution for our Neurips 2019 challenge on traffic movie forecasting
deep-learning lstm-model spatio-temporal-prediction tensorflow video-prediction
Language:Python 9

video-prediction

danijar / dreamerv2

chengtan9907 / OpenSTL

nihaomiao / CVPR23_LFDM

thuml / predrnn-pytorch

alexlee-gk / video_prediction

Yunbo426 / predrnn-pp

google / e3d_lstm

Westlake-AI / MogaNet

JunyaoHu / common_metrics_on_video_quality

Yunbo426 / MIM

PRBonn / point-cloud-prediction

holmdk / Video-Prediction-using-PyTorch

pairlab / SlotFormer

sangmin-git / LMC-Memory

edouardelasalles / srvp

AlexanderMelde / SPHAR-Dataset

aserdega / convlstmgru

thuml / iVideoGPT

thuml / MotionRNN

adnortje / deepvideo

iarai / weather4cast

kaanakan / slamp

iamrakesh28 / Video-Prediction

juliuskunze / cwvae-jax

zcrwind / PredNet_pytorch

xzr12 / PredCNN

AIS-Bonn / vp-suite

tsujuifu / pytorch_tvc

vineeths96 / Video-Frame-Prediction

arnavkj1995 / VSG

iamrakesh28 / Deep-Learning-for-Weather-and-Climate-Science

Westlake-AI / SEMA

AIS-Bonn / OCVP-object-centric-video-prediction

taldatech / ddlp

dadadadawjb / awesome-video-prediction

tumeteor / neurips2019challenge