Pre-trained models are not enough: active and lifelong learning is important for long-term visual monitoring of mammals in biodiversity research—Individual identification and attribute prediction with image features from deep neural networks and decoupled decision models applied to elephants and great apes

Three critical factors affecting automated image species recognition performance for camera traps

(2020) Stefan Schneider et al.   Ecology and Evolution

AIDE: Accelerating Image‐Based Ecological Surveys with Interactive Machine Learning

(2020) Benjamin Kellenberger et al.   Methods in Ecology and Evolution

A deep active learning system for species identification and counting in camera trap images

(2020) Mohammad Sadegh Norouzzadeh et al.   Methods in Ecology and Evolution

HotSpotter: Using a computer-driven photo-id application to identify sea turtles

(2020) Stephen G. Dunbar et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Which and How Many Regions to Gaze: Focus Discriminative Regions for Fine-Grained Visual Categorization

(2019) Xiangteng He et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Continuous learning in single-incremental-task scenarios

(2019) Davide Maltoni et al.   NEURAL NETWORKS

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

(2018) Mohammad Sadegh Norouzzadeh et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Transferable Representation Learning with Deep Adaptation Networks

(2018) Mingsheng Long et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Past, Present, and Future Approaches Using Computer Vision for Animal Re‐Identification from Camera Trap Data

(2018) Stefan Schneider et al.   Methods in Ecology and Evolution

Identifying animal species in camera trap images using deep learning and citizen science

(2018) Marco Willi et al.   Methods in Ecology and Evolution

Machine learning to classify animal species in camera trap images: Applications in ecology

(2018) Michael A. Tabak et al.   Methods in Ecology and Evolution

The Whole Is More Than Its Parts? From Explicit to Implicit Pose Normalization

(2018) Marcel Simon et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Cost-Effective Active Learning for Deep Image Classification

(2017) Keze Wang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Large-Scale Gaussian Process Inference with Generalized Histogram Intersection Kernels for Visual Recognition Tasks

(2016) Erik Rodner et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

ImageNet Large Scale Visual Recognition Challenge

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

Challenges in the use of genetic mark-recapture to estimate the population size of Bwindi mountain gorillas (Gorilla beringei beringei)

(2014) Justin Roy et al.   BIOLOGICAL CONSERVATION

Probability Models for Open Set Recognition

(2014) Walter J. Scheirer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Advancing Primate Research and Conservation Through the Use of Camera Traps: Introduction to the Special Issue

(2014) Paula A. Pebsworth et al.   INTERNATIONAL JOURNAL OF PRIMATOLOGY

Automated marine turtle photograph identification using artificial neural networks, with application to green turtles

(2014) Steven J.B. Carter et al.   JOURNAL OF EXPERIMENTAL MARINE BIOLOGY AND ECOLOGY

Animal biometrics: quantifying and detecting phenotypic appearance

(2013) Hjalmar S. Kühl et al.   TRENDS IN ECOLOGY & EVOLUTION

An automated chimpanzee identification system using face detection and recognition

(2013) Alexander Loos et al.   EURASIP Journal on Image and Video Processing

Toward Open Set Recognition

(2012) W. J. Scheirer et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Effective non-invasive genetic monitoring of multiple wild western gorilla groups

(2010) M. Arandjelovic et al.   BIOLOGICAL CONSERVATION

Object Detection with Discriminatively Trained Part-Based Models

(2009) P F Felzenszwalb et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Gaussian Processes for Object Categorization

(2009) Ashish Kapoor et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Counting elusive animals: Comparing field and genetic census of the entire mountain gorilla population of Bwindi Impenetrable National Park, Uganda

(2008) Katerina Guschanski et al.   BIOLOGICAL CONSERVATION

Identifying elephant photos by multi-curve matching

(2007) A. Ardovini et al.   PATTERN RECOGNITION