1 code implementation • 1 Apr 2022 • Cristina Vasconcelos, Vighnesh Birodkar, Vincent Dumoulin
A common practice in transfer learning is to initialize the downstream model weights by pre-training on a data-abundant upstream task.
no code implementations • 25 Nov 2021 • Su Wang, Ceslee Montgomery, Jordi Orbay, Vighnesh Birodkar, Aleksandra Faust, Izzeddin Gur, Natasha Jaques, Austin Waters, Jason Baldridge, Peter Anderson
We study the automatic generation of navigation instructions from 360-degree images captured on indoor routes.
no code implementations • 7 May 2021 • Sara Beery, Arushi Agarwal, Elijah Cole, Vighnesh Birodkar
The challenge is to classify species and count individual animals across sequences in the test cameras.
3 code implementations • ICCV 2021 • Vighnesh Birodkar, Zhichao Lu, Siyang Li, Vivek Rathod, Jonathan Huang
Under this family, we study Mask R-CNN and discover that instead of its default strategy of training the mask-head with a combination of proposals and groundtruth boxes, training the mask-head with only groundtruth boxes dramatically improves its performance on novel classes.
no code implementations • 10 Jun 2019 • Vighnesh Birodkar, Hossein Mobahi, Dilip Krishnan, Samy Bengio
This operator can learn a strict super-set of what can be learned by average pooling or convolutions.
no code implementations • 2 Mar 2019 • Fausto Milletari, Vighnesh Birodkar, Michal Sofka
Point of care ultrasound (POCUS) consists in the use of ultrasound imaging in critical or emergency situations to support clinical decisions by healthcare professionals and first responders.
no code implementations • 29 Jan 2019 • Vighnesh Birodkar, Hossein Mobahi, Samy Bengio
Large datasets have been crucial to the success of deep learning models in the recent years, which keep performing better as they are trained with more labelled data.
1 code implementation • NeurIPS 2017 • Emily Denton, Vighnesh Birodkar
We present a new model DrNET that learns disentangled image representations from video.
1 code implementation • 17 Sep 2016 • Marcelo Cicconet, Vighnesh Birodkar, Mads Lund, Michael Werman, Davi Geiger
We present a convolutional approach to reflection symmetry detection in 2D.