alexandrosstergiou/Leaping-Into-Memories

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Updated over 1 year ago

alexandrosstergiou/Leaping-Into-Memories

alexandrosstergiou

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

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.

Inter4K

Official repository for downloading and using Inter4K video interpolation dataset

progressive-action-prediction

[CVPR 2023] Code for action prediction from videos

Class_Feature_Visualization_Pyramid

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

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.

Jupyter Notebook

Class-Agnostic-Feature-Visualisation

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

PlayItBack

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

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.

LAVIB

Official repository for downloading and using LAVIB

TrajREC

[WACV 2024] Code for multitask trajectory anomaly detection

dataset2database

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

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. 📼

Bootstrap-for-polling

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

Jupyter Notebook