1.6k citations · 2.5k across the 19 of their papers we have counts for
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Generating Images from Captions with Attention
Elman Mansimov, Emilio Parisotto, Jimmy Lei Ba +1
Motivated by the recent progress in generative models, we introduce a model that generates images from natural language descriptions. The proposed model iteratively draws patches o…
Initialization Strategies of Spatio-Temporal Convolutional Neural Networks
Elman Mansimov, Nitish Srivastava, Ruslan Salakhutdinov
We propose a new way of incorporating temporal information present in videos into Spatial Convolutional Neural Networks (ConvNets) trained on images, that avoids training Spatio-Te…
Unsupervised Learning of Video Representations using LSTMs
Nitish Srivastava, Elman Mansimov, Ruslan Salakhutdinov
We use multilayer Long Short Term Memory (LSTM) networks to learn representations of video sequences. Our model uses an encoder LSTM to map an input sequence into a fixed length re…