R
Raj Prateek Kosaraju
Researcher at Facebook
Publications - 5
Citations - 1186
Raj Prateek Kosaraju is an academic researcher from Facebook. The author has contributed to research in topics: Computer science & Network planning and design. The author has an hindex of 2, co-authored 3 publications receiving 346 citations.
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Proceedings ArticleDOI
Designing Network Design Spaces
TL;DR: The RegNet design space provides simple and fast networks that work well across a wide range of flop regimes, and outperform the popular EfficientNet models while being up to 5x faster on GPUs.
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Designing Network Design Spaces
TL;DR: In this paper, the authors propose a new network design paradigm called RegNet, where instead of focusing on designing individual network instances, they design network design spaces that parametrize populations of networks.
Proceedings ArticleDOI
Revisiting Weakly Supervised Pre-Training of Visual Perception Models
Mannat Singh,Laura Gustafson,Aaron Adcock,Vinicius de Freitas Reis,Bugra Gedik,Raj Prateek Kosaraju,Dhruv Mahajan,Ross Girshick,Piotr Doll'ar,Laurens van der Maaten +9 more
TL;DR: This paper revisits weakly-supervised pre-training of models using hashtag supervision with modern versions of residual networks and the largest-ever dataset of images and corresponding hashtags to provide a compelling argument for the use of weakly supervised learning in the development of visual recognition systems.
Journal ArticleDOI
Manipulation Detector: Distinguishing between Real and Manipulated Images
Posted Content
Deep CNNs for large scale species classification.
TL;DR: In this paper, the ResNext based classifier outperforms other model architectures over 10 epochs and achieves a top-one validation error of 0.68 when classifying amongst the 1,010 species.