output
20172019
most citedA Brief Survey of Deep Reinforcement Learning

4.4k citations

6 papers

cs.CV2019

Real-time tracker with fast recovery from target loss

Alessandro Bay, Panagiotis Sidiropoulos, Eduard Vazquez +1

In this paper, we introduce a variation of a state-of-the-art real-time tracker (CFNet), which adds to the original algorithm robustness to target loss without a significant comput…

cs.CV2018★ 40 cited

Learning to Recognize 3D Human Action from A New Skeleton-based Representation Using Deep Convolutional Neural Networks

Huy-Hieu Pham, Louahdi Khoudour, Alain Crouzil +2

Recognizing human actions in untrimmed videos is an important challenging task. An effective 3D motion representation and a powerful learning model are two key factors influencing…

cs.CV2018★ 13 cited

Convolutional Recurrent Predictor: Implicit Representation for Multi-target Filtering and Tracking

Mehryar Emambakhsh, Alessandro Bay, Eduard Vazquez

Defining a multi-target motion model, which is an important step of tracking algorithms, can be very challenging. Using fixed models (as in several generative Bayesian algorithms,…

cs.CV2018★ 3 cited

Motorcycle detection and classification in urban Scenarios using a model based on Faster R-CNN

Jorge E. Espinosa, Sergio A. Velastin, John W. Branch

This paper introduces a Deep Learning Convolutional Neural Network model based on Faster-RCNN for motorcycle detection and classification on urban environments. The model is evalua…

cs.LG2017★ 4.4k cited

A Brief Survey of Deep Reinforcement Learning

Kai Arulkumaran, Marc Peter Deisenroth, Miles Brundage +1

Deep reinforcement learning is poised to revolutionise the field of AI and represents a step towards building autonomous systems with a higher level understanding of the visual wor…

cs.IR2017★ 2 cited

Differential Geometric Retrieval of Deep Features

Y Qian, E Vazquez, B Sengupta

Comparing images to recommend items from an image-inventory is a subject of continued interest. Added with the scalability of deep-learning architectures the once `manual' job of h…