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How to Initialize your Network? Robust Initialization for WeightNorm & ResNets


Jun 05, 2019
Devansh Arpit, Victor Campos, Yoshua Bengio


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Recurrent Neural Networks for Semantic Instance Segmentation


Sep 03, 2018
Amaia Salvador, Miriam Bellver, Victor Campos, Manel Baradad, Ferran Marques, Jordi Torres, Xavier Giro-i-Nieto

* Extended abstract of this work was presented at CVPR 2018 DeepVision Workshop 

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Skip RNN: Learning to Skip State Updates in Recurrent Neural Networks


Feb 05, 2018
Victor Campos, Brendan Jou, Xavier Giro-i-Nieto, Jordi Torres, Shih-Fu Chang

* Accepted as conference paper at ICLR 2018 

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More cat than cute? Interpretable Prediction of Adjective-Noun Pairs


Aug 21, 2017
Delia Fernandez, Alejandro Woodward, Victor Campos, Xavier Giro-i-Nieto, Brendan Jou, Shih-Fu Chang

* Oral paper at ACM Multimedia 2017 Workshop on Multimodal Understanding of Social, Affective and Subjective Attributes (MUSA2) 

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Disentangling Motion, Foreground and Background Features in Videos


Jul 17, 2017
Xunyu Lin, Victor Campos, Xavier Giro-i-Nieto, Jordi Torres, Cristian Canton Ferrer

* Poster presented at the CVPR 2017 Workshop Brave New Ideas for Motion Representations in Videos 

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From Pixels to Sentiment: Fine-tuning CNNs for Visual Sentiment Prediction


Jan 27, 2017
Victor Campos, Brendan Jou, Xavier Giro-i-Nieto

* Accepted for publication in Image and Vision Computing. Models and source code available at https://github.com/imatge-upc/sentiment-2016 

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Diving Deep into Sentiment: Understanding Fine-tuned CNNs for Visual Sentiment Prediction


Aug 24, 2015
Victor Campos, Amaia Salvador, Brendan Jou, Xavier Giró-i-Nieto

* Preprint of the paper accepted at the 1st Workshop on Affect and Sentiment in Multimedia (ASM), in ACM MultiMedia 2015. Brisbane, Australia 

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