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20152026
most citedBenchmark Analysis of Representative Deep Neural Network Architectures

853 citations · 1.6k across the 20 of their papers we have counts for

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Showing 2015Show all

5 papers · 1 filter

cs.CV2015★ 1 cited

Single and Multiple Illuminant Estimation Using Convolutional Neural Networks

Simone Bianco, Claudio Cusano, Raimondo Schettini

In this paper we present a method for the estimation of the color of the illuminant in RAW images. The method includes a Convolutional Neural Network that has been specially design…

cs.MM2015

User Preferences Modeling and Learning for Pleasing Photo Collage Generation

Simone Bianco, Gianluigi Ciocca

In this paper we consider how to automatically create pleasing photo collages created by placing a set of images on a limited canvas area. The task is formulated as an optimization…

cs.LG2015

CURL: Co-trained Unsupervised Representation Learning for Image Classification

Simone Bianco, Gianluigi Ciocca, Claudio Cusano

In this paper we propose a strategy for semi-supervised image classification that leverages unsupervised representation learning and co-training. The strategy, that is called CURL…

cs.CV2015★ 46 cited

How Far Can You Get By Combining Change Detection Algorithms?

Simone Bianco, Gianluigi Ciocca, Raimondo Schettini

Given the existence of many change detection algorithms, each with its own peculiarities and strengths, we propose a combination strategy, that we termed IUTIS (In Unity There Is S…

cs.CV2015★ 18 cited

Color Constancy Using CNNs

Simone Bianco, Claudio Cusano, Raimondo Schettini

In this work we describe a Convolutional Neural Network (CNN) to accurately predict the scene illumination. Taking image patches as input, the CNN works in the spatial domain witho…