Fish Classification from CCTV Camera Footage

Developed various machine learning models in order to classify pictures of fishes from CCTV-like cameras on-board fishing boats. The final model used classical pre-processing, Isomap, and neural network as a classifier.

had a strong constraint of not having access to a lot of computer ressources, so deep-learning was out of the question. Most of the project was therefore data exploration, creation of good features from the images, and optimisation.

Developed various machine learning models in order to classify pictures of fishes from CCTV-like cameras on-board fishing boats. The final model used classical pre-processing, Isomap, and neural network as a classifier.

We had a strong constraint of not having access to a lot of computer ressources, so deep-learning was out of the question. Most of the project was therefore data exploration, creation of good features from the images, and optimisation.

Disclaimer: the image used is not from the project (although it very well could be), since my images were protected by a Non-Discolure Agreement.