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Early and Late Level Fusion of Deep Convolutional Neural Networks for Visual Concept Recognition
(2016)
Visual concept recognition is an active research field in the last decade. Related to this attention, deep learning architectures are showing great promise in various computer vision domains including image classification, ...
Facial Action Unit Detection using Variable Decision Thresholds
(2016)
Detection of facial action units (AUs) is an important research field for recognizing emotional states in facial expressions. Here, we propose a novel, yet effective method, that utilizes variable decision thresholds at ...
Efficient Bag of Words Based Concept Extraction for Visual Object Retrieval
(2016)
Recent burst of multimedia content available on Internet is pushing expectations on multimedia retrieval systems to even higher grounds. Multimedia retrieval systems should offer better performance both in terms of speed ...
Feature-level Fusion of Convolutional Neural Networks for Visual Object Classification
(2016)
Deep learning architectures have shown great success in various computer vision applications. In this study, we investigate some of the very popular convolutional neural network (CNN) architectures, namely GoogleNet, ...