219 citations · 400 across the 13 of their papers we have counts for
3 papers · 1 filter
Sample what you cant compress
Vighnesh Birodkar, Gabriel Barcik, James Lyon +3
For learned image representations, basic autoencoders often produce blurry results. Reconstruction quality can be improved by incorporating additional penalties such as adversarial…
A Closed-Form Learned Pooling for Deep Classification Networks
Vighnesh Birodkar, Hossein Mobahi, Dilip Krishnan +1
In modern computer vision tasks, convolutional neural networks (CNNs) are indispensable for image classification tasks due to their efficiency and effectiveness. Part of their supe…
Unsupervised Learning of Disentangled Representations from Video
Remi Denton, Vighnesh Birodkar
We present a new model DrNET that learns disentangled image representations from video. Our approach leverages the temporal coherence of video and a novel adversarial loss to learn…