Search Results for author: Nuno C. Garcia

Found 3 papers, 3 papers with code

DMCL: Distillation Multiple Choice Learning for Multimodal Action Recognition

1 code implementation23 Dec 2019 Nuno C. Garcia, Sarah Adel Bargal, Vitaly Ablavsky, Pietro Morerio, Vittorio Murino, Stan Sclaroff

In this work, we address the problem of learning an ensemble of specialist networks using multimodal data, while considering the realistic and challenging scenario of possible missing modalities at test time.

Action Recognition Multiple-choice +1

Cross-modal Learning by Hallucinating Missing Modalities in RGB-D Vision

1 code implementation Multimodal Scene Understanding Algorithms, Applications and Deep Learning 2019 Nuno C. Garcia, Pietro Morerio, Vittorio Murino

We report state-of-the-art or comparable results on video action recognition on the largest multimodal dataset available for this task, the NTU RGB+D, as well as on the UWA3DII and Northwestern-UCLA.

Action Recognition Multimodal Activity Recognition +2

Learning with privileged information via adversarial discriminative modality distillation

1 code implementation19 Oct 2018 Nuno C. Garcia, Pietro Morerio, Vittorio Murino

This raises the challenge of how to extract information from multimodal data in the training stage, in a form that can be exploited at test time, considering limitations such as noisy or missing modalities.

Action Recognition

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