alexandrosstergiou

SoftPool

[ICCV 2021] Code for approximated exponential maximum pooling

adaPool

[T-IP 2023] Code for exponential adaptive pooling for PyTorch

keras-DepthwiseConv3D

Keras w/ Tensorflow backend implementation for 3D channel-wise convolutions

Squeeze-and-Recursion-Temporal-Gates

Code for : [Pattern Recognit. Lett. 2021] "Learn to cycle: Time-consistent feature discovery for action recognition" and [IJCNN 2021] "Multi-Temporal Convolutions for Human Action Recognition in Videos".

Saliency-Tubes-Visual-Explanations-for-Spatio-Temporal-Convolutions

[ICIP 2019] Implementation of Saliency Tubes for 3D Convolutions in Pytoch and Keras to localise the focus spatio-temporal regions of 3D CNNs.

Class_Feature_Visualization_Pyramid

[ICCVW 2019] PyTorch code for Class Visualization Pyramid for intpreting spatio-temporal class-specific activations throughout the network

progressive-action-prediction

[CVPR 2023] Code for action prediction from videos

Inter4K

Official repository for downloading and using Inter4K video interpolation dataset

Traffic-Sign-Recognition-basd-on-Synthesised-Training-Data

Using synthetic data in combination with Deep Learning, to determine if a system can be made that will be able to recognise and classify correctly real traffic signs.

Class-Agnostic-Feature-Visualisation

[ICIP 2021] PyTorch code for "The Mind's Eye: Visualizing Class-Agnostic Features of CNNs" for generation of kernel features.

Inception_v3_TV_Human_Interactions

Applying Transfer Learning on Inception V3 model (weights trained on Imagenet) for the Oxford TV Human Interactions dataset. The network gets as inputs images extracted every 5 frames from videos.

PlayItBack

[ICASSP 2023] PyTorch code for "Play It Back: Iterative Attention for Audio Recognition"

dataset2database

Script for creating SQL databases from video files to reduce random access overhead and inodes

TrajREC

[WACV 2024] Code for multitask trajectory anomaly detection

Leaping-Into-Memories

[ICCV 2023] Code implementation for "Leaping Into Memories: Space-Time Deep Feature Synthesis"

video2spectrogram

Python script for extracting audio from video files and creating Mel spectrograms

Datasets-Visualisations-w-OpenCV

Creating grid visualisations of dataset examples with the OpenCV library

macrawlon

A sweet little collection of handy functions for video file downloading. 📼

alexandrosstergiou

alexandrosstergiou.github.io

audioset-processing

Toolkit for downloading and processing Google's AudioSet dataset.

audiosetdl

Scripts for download AudioSet

auditory-slow-fast

Implementation of "Slow-Fast Auditory Streams for Audio Recognition, ICASSP, 2021" in PyTorch

creative-theme-jekyll

deep-learning-models

Keras code and weights files for popular deep learning models.

DeepInversion

Official PyTorch implementation of Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion (CVPR 2020)

epic-kitchens-slowfast

HeatMaps

Cloned repo from raghakot/keras-vis

pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

torch-cam

Class activation maps for your PyTorch models (CAM, Grad-CAM, Grad-CAM++, Smooth Grad-CAM++, Score-CAM, SS-CAM, IS-CAM)