Grace Hopper India Annual Conference Schedule

SESSIONS LIST

Image Similarity Using Deep CNN and Curriculum Learning

November 17 10:15 am - 11:15 am
TRACK: Artificial Intelligence, Data Mining & Machine Learning
Jacaranda
Presentation
Image Similarity Using Deep CNN and Curriculum Learning

Image similarity involves fetching similar looking images given a reference image. Our solution called SimNet, is a deep siamese network which is trained on pairs of positive and negative images using a novel online pair mining strategy inspired by Curriculum Learning. We also created a multi-scale CNN, where the final image embedding is a joint representation of top as well as lower layer embedding’s. We go on to show that this multi-scale siamese network is better at capturing fine grained image similarities than traditional CNN’s.