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I am an Assistant Professor at University of Twente's Data Management & Biometrics (DMB) group. Previously, I was a Postdoc at VUB and a Research Associate at the University of Bristol working with Dima Damen on video understanding. I obtained my PhD from Utrecht University where I was lucky to be supervised by Ronald Poppe and Remco C. Veltkamp. My thesis was on human action and interaction recognition in everyday social settings. During my time in Utrecht, I additionally worked on improving the efficiency and interpretability of spatiotemporal deep learning video classification models.

Alex Stergiou | webpage Alex Stergiou | google scholar Alex Stergiou | UT webpage Alex Stergiou | Twitter X Alex Stergiou | Linkedin

Alex Stergiou's Projects

adapool icon adapool

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

auditory-slow-fast icon auditory-slow-fast

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

bootstrap-for-polling icon bootstrap-for-polling

📊 Use bootstrapping to normalise the data from opinion polls and make them similar to the population they represent.

dataset2database icon dataset2database

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

deepinversion icon deepinversion

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

inception_v3_tv_human_interactions icon 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.

inter4k icon inter4k

Official repository for downloading and using Inter4K video interpolation dataset

lavib icon lavib

Official repository for downloading and using LAVIB

leaping-into-memories icon leaping-into-memories

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

macrawlon icon macrawlon

A sweet little collection of handy functions for video file downloading. đŸ“ŧ

playitback icon playitback

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

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

softpool icon softpool

[ICCV 2021] Code for approximated exponential maximum pooling

squeeze-and-recursion-temporal-gates icon 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".

tensorflowplayground icon tensorflowplayground

🕹ī¸ Small programs using TensorFlow and Keras as the main libraries to develop simple Neural Networks tasks

torch-cam icon torch-cam

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

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