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09/30/2019
On Incorporating Semantic Prior Knowlegde in Deep Learning Through Embedding-Space Constraints
The knowledge that humans hold about a problem often extends far beyond ...
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08/09/2019
Februus: Input Purification Defence Against Trojan Attacks on Deep Neural Network Systems
We propose Februus; a novel idea to neutralize insidous and highly poten...
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08/09/2019
DeepCleanse: Input Sanitization Framework Against Trojan Attacks on Deep Neural Network Systems
Doubts over safety and trustworthiness of deep learning systems have eme...
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08/09/2019
DeepCleanse: A Black-box Input SanitizationFramework Against Backdoor Attacks on DeepNeural Networks
As Machine Learning, especially Deep Learning, has been increasingly use...
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06/22/2019
Deep Single Image Deraining Via Estimating Transmission and Atmospheric Light in rainy Scenes
Rain removal in images/videos is still an important task in computer vis...
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05/11/2019
Follow the Attention: Combining Partial Pose and Object Motion for Fine-Grained Action Detection
Activity recognition in shopping environments is an important and challe...
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05/07/2019
Show, Price and Negotiate: A Hierarchical Attention Recurrent Visual Negotiator
Negotiation, as a seller or buyer, is an essential and complicated aspec...
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04/06/2019
Reinforcement Learning with Attention that Works: A Self-Supervised Approach
Attention models have had a significant positive impact on deep learning...
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12/16/2018
What's to know? Uncertainty as a Guide to Asking Goal-oriented Questions
One of the core challenges in Visual Dialogue problems is asking the que...
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12/16/2018
An Active Information Seeking Model for Goal-oriented Vision-and-Language Tasks
As Computer Vision algorithms move from passive analysis of pixels to ac...
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11/20/2018
Deep Auto-Set: A Deep Auto-Encoder-Set Network for Activity Recognition Using Wearables
Automatic recognition of human activities from time-series sensor data (...
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07/14/2018
3D Hand Pose Estimation using Simulation and Partial-Supervision with a Shared Latent Space
Tremendous amounts of expensive annotated data are a vital ingredient fo...
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11/28/2016