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Dense extreme inception network for edge detection
ArticleAbstract: Edge detection is the basis of many computer vision applications. State of the art predominantly relPalabras claves:boundary detection, cnn, Contour Detection, deep learning, edge detection, segmentationAutores:A. D. Sappa, Akbarinia A., Angel D. Sappa, Patricio Ricardo Humanante, Xavier Soria PomaFuentes:googlescopusDense extreme inception network: Towards a robust CNN model for edge detection
Conference ObjectAbstract: This paper proposes a Deep Learning based edge detector, which is inspired on both HED (HolisticallyPalabras claves:Autores:A. D. Sappa, Riba E., Xavier Soria PomaFuentes:googlescopusMultispectral single-sensor RGB-NIR imaging: New challenges and opportunities
Conference ObjectAbstract: Multispectral images captured with a single sensor camera have become an attractive alternative forPalabras claves:Color restoration, Multispectral images, Neural networks, RGB-NIR dataset, Single-sensor camerasAutores:A. D. Sappa, Akbarinia A., Angel D. Sappa, Xavier Soria PomaFuentes:googlescopusImproving Edge Detection in RGB Images by Adding NIR Channel
Conference ObjectAbstract: The edge detection is yet a critical problem in many computer vision and image processing tasks. ThePalabras claves:cnn, Contour Detection, edge detection, Near infrared images, RGB-NIR, VGGAutores:A. D. Sappa, Xavier Soria PomaFuentes:googlescopusLDC: Lightweight Dense CNN for Edge Detection
ArticleAbstract: This paper presents a Lightweight Dense Convolutional (LDC) neural network for edge detection. The pPalabras claves:boundary detection, deep learning, edge detectionAutores:A. D. Sappa, Angel D. Sappa, Pomboza Junez Gonzalo, Xavier Soria PomaFuentes:googlescopusSingle sensor multi-spectral imaging
ArticleAbstract: This dissertation presents the benefits of using a multispectral Single Sensor Camera (SSC) that, siPalabras claves:cColor restoration, deep learning, edge detection, IMAGE PROCESSING, Multispectral single sensor camera, NIR, RGB-NIRAutores:Xavier Soria PomaFuentes:googlescopusWide-band color imagery restoration for RGB-NIR single sensor images
ArticleAbstract: Multi-spectral RGB-NIR sensors have become ubiquitous in recent years. These sensors allow the visibPalabras claves:CNNs, deep learning, Multispectral imaging, RGB-NIR sensorAutores:A. D. Sappa, Angel D. Sappa, Hammoud R.I., Xavier Soria PomaFuentes:googlescopusRGBN multispectral images: A novel color restoration approach
Conference ObjectAbstract: This paper describes a color restoration technique used to remove NIR information from single sensorPalabras claves:Free sensor model, Multispectral imaging, neural networkAutores:A. D. Sappa, Aguilera-Carrasco C.A., Angel D. Sappa, Toledo R., Xavier Soria PomaFuentes:googlescopus