3.4k citations · 6.8k across the 36 of their papers we have counts for
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Data-dependent Initializations of Convolutional Neural Networks
Philipp Krähenbühl, Carl Doersch, Jeff Donahue +1
Convolutional Neural Networks spread through computer vision like a wildfire, impacting almost all visual tasks imaginable. Despite this, few researchers dare to train their models…
Unsupervised Visual Representation Learning by Context Prediction
Carl Doersch, Abhinav Gupta, Alexei A. Efros
This work explores the use of spatial context as a source of free and plentiful supervisory signal for training a rich visual representation. Given only a large, unlabeled image co…
Mid-level Elements for Object Detection
Aayush Bansal, Abhinav Shrivastava, Carl Doersch +1
Building on the success of recent discriminative mid-level elements, we propose a surprisingly simple approach for object detection which performs comparable to the current state-o…