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Omiros Pantazis's Projects

camera_traps_self_supervised icon camera_traps_self_supervised

This repository contains the code for reproducing the results of our ICCV 2021 paper: "Focus on the Positives: Self-Supervised Learning for Biodiversity Monitoring".

cameratraps icon cameratraps

Tools for training and running detectors and classifiers for wildlife images collected from motion-triggered cameras.

coop icon coop

Prompt Learning for Vision-Language Models (IJCV'22, CVPR'22)

cypher-python icon cypher-python

Python functions embedding Cypher queries (Query language for neo4j database) with the use of py2neo library regarding data fetched from Twitter.

face-expression-recognition-system icon face-expression-recognition-system

The model was trained with a dataset of approximately 40000 images from the Kaggle Facial Expression Recognition Competition https://www.kaggle.com/c/challenges-in-representation-learning-facial-expression-recognition-challenge/data

geo_prior icon geo_prior

Presence-Only Geographical Priors for Fine-Grained Image Classification - ICCV 2019

iic-fork icon iic-fork

Invariant Information Clustering for Unsupervised Image Classification and Segmentation

inat_comp_2018 icon inat_comp_2018

CNN training code for iNaturalist 2018 image classification competition

ldam-drw icon ldam-drw

[NeurIPS 2019] Learning Imbalanced Datasets with Label-Distribution-Aware Margin Loss

moco-fork icon moco-fork

PyTorch implementation of MoCo: https://arxiv.org/abs/1911.05722

ntua_e-prescription icon ntua_e-prescription

Project for Analysis and Design of Information Systems. It deals with e-prescription.

prophet icon prophet

Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

svl_adapter icon svl_adapter

SVL-Adapter: Self-Supervised Adapter for Vision-Language Pretrained Models

twitter-data-collection icon twitter-data-collection

Fetch data from Twitter using twitter APIs via tweePy library for python. The data are stored in a neo4j graph database via py2neo library.

ucl-irdm-2017 icon ucl-irdm-2017

This project is for UCL's course Information Retrieval and Data Mining and is based on Kaggle's Competition 'Home Depot Kaggle Challenge. It includes implementation of Machine Learning models that rank products sold by Home Depot with respect to their relevance to user queries in order to improve the customer's shopping experience.

ucl-msc-project icon ucl-msc-project

The code in this repository corresponds to part of my MSc project for the MSc in Machine Learning at UCL with title: "Psychophysics for Interpretation of Convolutional Neural Networks and Localization"

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