Automatically identifying, counting, and describing wild animals in camera-trap images with deep learning

Giraffe bed and breakfast: Camera traps reveal Tanzanian yellow-billed oxpeckers roosting on their large mammalian hosts

(2018) Meredith S. Palmer et al.   AFRICAN JOURNAL OF ECOLOGY

Learning from Everyday Images Enables Expert-like Diagnosis of Retinal Diseases

(2018) Ladislav Rampasek et al.   CELL

De-multiplexing vortex modes in optical communications using transport-based pattern recognition

(2018) Se Rim Park et al.   OPTICS EXPRESS

A generalized approach for producing, quantifying, and validating citizen science data from wildlife images

(2016) Alexandra Swanson et al.   CONSERVATION BIOLOGY

The spatial distribution of African savannah herbivores: species associations and habitat occupancy in a landscape context

(2016) T. Michael Anderson et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES

In the absence of a “landscape of fear”: How lions, hyenas, and cheetahs coexist

(2016) Alexandra Swanson et al.   Ecology and Evolution

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

Deep learning

(2015) Yann LeCun et al.   NATURE

Deep Convolutional Neural Networks for Hyperspectral Image Classification

(2015) Wei Hu et al.   Journal of Sensors

Snapshot Serengeti, high-frequency annotated camera trap images of 40 mammalian species in an African savanna

(2015) Alexandra Swanson et al.   Scientific Data

Software for minimalistic data management in large camera trap studies

(2014) Yathin S. Krishnappa et al.   Ecological Informatics

A Novel Method to Reduce Time Investment When Processing Videos from Camera Trap Studies

(2014) Kristijn R. R. Swinnen et al.   PLoS One

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Automated identification of animal species in camera trap images

(2013) Xiaoyuan Yu et al.   EURASIP Journal on Image and Video Processing

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Data acquisition and management software for camera trap data: A case study from the TEAM Network

(2011) Eric H. Fegraus et al.   Ecological Informatics

Classifier chains for multi-label classification

(2011) Jesse Read et al.   MACHINE LEARNING

The use of camera-trap data to model habitat use by antelope species in the Udzungwa Mountain forests, Tanzania

(2007) Andrew E. Bowkett et al.   AFRICAN JOURNAL OF ECOLOGY