Learning and Transferring Mid-level Image Representations Using Convolutional Neural Networks

ImageNet Classification with Deep Convolutional Neural Networks

2012 • 67,909 citations

ImageNet: A large-scale hierarchical image database

2009 • 52,855 citations

Distinctive Image Features from Scale-Invariant Keypoints

2004 • 52,232 citations

Gradient-based learning applied to document recognition

1998 • 49,688 citations

Histograms of Oriented Gradients for Human Detection

2005 • 30,198 citations

Rich Feature Hierarchies for Accurate Object Detection and Semantic Segmentation

2014 • 27,452 citations

Learning representations by back-propagating errors

1986 • 25,825 citations

A Survey on Transfer Learning

2009 • 20,090 citations

The Pascal Visual Object Classes (VOC) Challenge

2009 • 16,797 citations

Visualizing and Understanding Convolutional Networks

2014 • 14,349 citations

Backpropagation Applied to Handwritten Zip Code Recognition

1989 • 10,538 citations

Object Detection with Discriminatively Trained Part-Based Models

2009 • 9,815 citations

Beyond Bags of Features: Spatial Pyramid Matching for Recognizing Natural Scene Categories

2006 • 7,849 citations

Video Google: a text retrieval approach to object matching in videos

2003 • 6,462 citations

Natural Language Processing (almost) from Scratch

2011 • 5,329 citations

Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position

1980 • 5,064 citations

Receptive fields of single neurones in the cat's striate cortex

1959 • 4,378 citations

Visual categorization with bags of keypoints

2004 • 4,232 citations

Natural Language Processing (almost) from Scratch

2011 • 4,130 citations

OverFeat: Integrated Recognition, Localization and Detection using Convolutional Networks

2014 • 3,556 citations

DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition

2014 • 3,287 citations

ImageNet: A large-scale hierarchical image database

2009 • 3,003 citations

A discriminatively trained, multiscale, deformable part model

2008 • 2,784 citations

Learning Hierarchical Features for Scene Labeling

2012 • 2,664 citations

Adapting Visual Category Models to New Domains

2010 • 2,652 citations

Improving the Fisher Kernel for Large-Scale Image Classification

2010 • 2,611 citations

Best practices for convolutional neural networks applied to visual document analysis

2005 • 2,593 citations

Caltech-256 Object Category Dataset

2007 • 2,476 citations

Unbiased look at dataset bias

2011 • 2,320 citations

DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition

2013 • 1,920 citations

Building high-level features using large scale unsupervised learning

2013 • 1,560 citations

Aggregating Local Image Descriptors into Compact Codes

2011 • 1,535 citations

Learning methods for generic object recognition with invariance to pose and lighting

2004 • 1,321 citations

GradientBased Learning Applied to Document Recognition

2009 • 1,214 citations

Adaptive deconvolutional networks for mid and high level feature learning

2011 • 1,211 citations

Learning mid-level features for recognition

2010 • 1,059 citations

Learning hierarchical invariant spatio-temporal features for action recognition with independent subspace analysis

2011 • 978 citations

Learning multiple layers of representation

2007 • 953 citations

Instance Weighting for Domain Adaptation in NLP

2007 • 783 citations

Building high-level features using large scale unsupervised learning

2012 • 688 citations

Convolutional Learning of Spatio-temporal Features

2010 • 657 citations

Detecting activities of daily living in first-person camera views

2012 • 646 citations

Unsupervised Discovery of Mid-Level Discriminative Patches

2012 • 511 citations

Undoing the Damage of Dataset Bias

2012 • 507 citations

Blocks That Shout: Distinctive Parts for Scene Classification

2013 • 373 citations

Tabula rasa: Model transfer for object category detection

2011 • 359 citations

Original approach for the localisation of objects in images

1994 • 276 citations

Histograms of Sparse Codes for Object Detection

2013 • 239 citations

Safety in numbers: Learning categories from few examples with multi model knowledge transfer

2010 • 225 citations

Building high-level features using large scale unsupervised learning

2011 • 185 citations

Contextualizing object detection and classification

2011 • 178 citations

Training Hierarchical Feed-Forward Visual Recognition Models Using Transfer Learning from Pseudo-Tasks

2008 • 149 citations

Learning Object Representations for Visual Object Class Recognition

2007 • 139 citations

A time delay neural network architecture for speech recognition

1989 • 80 citations

A latent model of discriminative aspect

2009 • 73 citations

Original approach for the localization of objects in images

1993 • 46 citations

Synergistic face detection and pose estimation with energy-based models

2006 • 34 citations