Next-generation deep learning based on simulators and synthetic data

State of the Art on Neural Rendering

(2020) A. Tewari et al.   COMPUTER GRAPHICS FORUM

Learning Generative Models of 3D Structures

(2020) Siddhartha Chaudhuri et al.   COMPUTER GRAPHICS FORUM

Integrative Benchmarking to Advance Neurally Mechanistic Models of Human Intelligence

(2020) Martin Schrimpf et al.   NEURON

Understanding the role of individual units in a deep neural network

(2020) David Bau et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

If deep learning is the answer, what is the question?

(2020) Andrew Saxe et al.   NATURE REVIEWS NEUROSCIENCE

Embracing Change: Continual Learning in Deep Neural Networks

(2020) Raia Hadsell et al.   TRENDS IN COGNITIVE SCIENCES

Learning the signatures of the human grasp using a scalable tactile glove

(2019) Subramanian Sundaram et al.   NATURE

Neural population control via deep image synthesis

(2019) Pouya Bashivan et al.   SCIENCE

Deep Neural Networks as Scientific Models

(2019) Radoslaw M. Cichy et al.   TRENDS IN COGNITIVE SCIENCES

Reinforcement Learning, Fast and Slow

(2019) Matthew Botvinick et al.   TRENDS IN COGNITIVE SCIENCES

StructureNet

(2019) Kaichun Mo et al.   ACM TRANSACTIONS ON GRAPHICS

A survey of deep learning techniques for autonomous driving

(2019) Sorin Grigorescu et al.   Journal of Field Robotics

Frankenstein: Learning Deep Face Representations Using Small Data

(2018) Guosheng Hu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Multimodal Machine Learning: A Survey and Taxonomy

(2018) Tadas Baltrusaitis et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Sim4CV: A Photo-Realistic Simulator for Computer Vision Applications

(2018) Matthias Müller et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Synthesizing a Scene-Specific Pedestrian Detector and Pose Estimator for Static Video Surveillance

(2018) Hironori Hattori et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

What Makes Good Synthetic Training Data for Learning Disparity and Optical Flow Estimation?

(2018) Nikolaus Mayer et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Augmented Reality Meets Computer Vision: Efficient Data Generation for Urban Driving Scenes

(2018) Hassan Abu Alhaija et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Neural scene representation and rendering

(2018) S. M. Ali Eslami et al.   SCIENCE

Neuroscience-Inspired Artificial Intelligence

(2017) Demis Hassabis et al.   NEURON

Overcoming catastrophic forgetting in neural networks

(2017) James Kirkpatrick et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Building machines that learn and think like people

(2016) Brenden M. Lake et al.   BEHAVIORAL AND BRAIN SCIENCES

Branch-specific dendritic Ca2+ spikes cause persistent synaptic plasticity

(2015) Joseph Cichon et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments

(2014) Catalin Ionescu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Performance-optimized hierarchical models predict neural responses in higher visual cortex

(2014) D. L. K. Yamins et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep Supervised, but Not Unsupervised, Models May Explain IT Cortical Representation

(2014) Seyed-Mahdi Khaligh-Razavi et al.   PLoS Computational Biology

Simulation as an engine of physical scene understanding

(2013) P. W. Battaglia et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Efficient Human Pose Estimation from Single Depth Images

(2012) Jamie Shotton et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Learning to use working memory: a reinforcement learning gating model of rule acquisition in rats

(2012) Kevin Lloyd et al.   Frontiers in Computational Neuroscience

Symmetry Hierarchy of Man-Made Objects

(2011) Y. Wang et al.   COMPUTER GRAPHICS FORUM

Augmenting video surveillance footage with virtual agents for incremental event evaluation

(2010) C. Fernández et al.   PATTERN RECOGNITION LETTERS

Robotic Grasping of Novel Objects using Vision

(2008) Ashutosh Saxena et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH