video-classification

Video classification tools using 3D ResNet

Tutorial for video classification/ action recognition using 3D CNN/ CNN+RNN on UCF101

Papers, code and datasets about deep learning and multi-modal learning for video analysis

Implementation of TimeSformer from Facebook AI, a pure attention-based solution for video classification

Video Classification using 2 stream CNN

To classify video into various classes using keras library with tensorflow as back-end.

[ICCV 2019 (Oral)] Temporal Attentive Alignment for Large-Scale Video Domain Adaptation (PyTorch)

Appearance-and-Relation Networks

Tutorial about 3D convolutional network

Implementation Code of the paper Optical Flow Guided Feature, CVPR 2018

Classify UCF101 videos using one frame at a time with a CNN(InceptionV3)

[CVPR 2021] TDN: Temporal Difference Networks for Efficient Action Recognition

Simplest and fastest image and text annotation tool.

Explore Action Recognition

Exploration of different solutions to action recognition in video, using neural networks implemented in PyTorch.

Temporal 3D ConvNet

Learning Video Representations from Correspondence Proposals (CVPR 2019 Oral)

Video Classification based on PyTorch

Implementation of STAM (Space Time Attention Model), a pure and simple attention model that reaches SOTA for video classification

Sign Language Recognition for Deaf People

[Neurocomputing 2019] Fast and Robust Dynamic Hand Gesture Recognition via Key Frames Extraction and Feature Fusion

A Comprehensive Tutorial on Video Modeling

Video Recognition using Mixed Convolutional Tube (MiCT) on PyTorch with a ResNet backbone

[ICCV 2019 Oral] TA3N: https://github.com/cmhungsteve/TA3N (Most updated repo)

My experimentation around action recognition in videos. Contains Keras implementation for C3D network based on original paper "Learning Spatiotemporal Features with 3D Convolutional Networks", Tran et al. and it includes video processing pipelines coded using mPyPl package. Model is being benchmarked on popular UCF101 dataset and achieves results similar to those reported by authors

TensorFlow Implementation of "Learnable Pooling Methods for Video Classification"

ICCV 19 Grouped Spatial-Temporal Aggretation for Efficient Action Recognition

TensorFlow Implementation of "Attention Clusters: Purely Attention Based Local Feature Integration for Video Classification"

Deepfakes Video classification via CNN, LSTM, C3D and triplets

Action recognition with C3D network implemented in tensorflow