Publications
Explore 2,328 academic publications
Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories
International audience
An introduction to computing with neural nets
Artificial neural net models have been studied for many years in the hope of achieving human-like performance in the fields of speech and image recognition. These models are com...
A Comprehensive Survey on Graph Neural Networks
Deep learning has revolutionized many machine learning tasks in recent years, ranging from image classification and video processing to speech recognition and natural language u...
A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics
This paper presents a database containing 'ground truth' segmentations produced by humans for images of a wide variety of natural scenes. We define an error measure which quanti...
Radiomics: Images Are More than Pictures, They Are Data
In the past decade, the field of medical image analysis has grown exponentially, with an increased number of pattern recognition tools and an increase in data set sizes. These a...
Ideal spatial adaptation by wavelet shrinkage
SUMMARY With ideal spatial adaptation, an oracle furnishes information about how best to adapt a spatially variable estimator, whether piecewise constant, piecewise polynomial, ...
Unsupervised Representation Learning with Deep Convolutional Generative\n Adversarial Networks
In recent years, supervised learning with convolutional networks (CNNs) has\nseen huge adoption in computer vision applications. Comparatively, unsupervised\nlearning with CNNs ...
Genome sequencing in microfabricated high-density picolitre reactors
The proliferation of large-scale DNA-sequencing projects in recent years has driven a search for alternative methods to reduce time and cost. Here we describe a scalable, highly...