Research library

Research topic: Datasets Benchmarks

Papers, datasets, models, and field notes are connected into a practical research map for digital beekeeping, from academic references to applied Gratheon experiments.

Browse papers Explore datasets

Research map

Navigate the research collection

Summary

Product areas

Publications

Publication Year Institutions
Detection and classification of honeybee castes using thermal imaging and deep learning2026🇮🇷 Razi University
Estimating colony strength and pollination efficiency in honey bees using a novel dataset and deep learning-based models2026🇺🇸 University of Arkansas at Fayetteville; 🇺🇸 Washington State University; 🇺🇸 University of Arkansas System; 🇺🇸 Mississippi State University; 🇺🇸 University of Tennessee at Knoxville
FAIRHiveFrames-1K: A Public FAIR Dataset of 1265 Annotated Hive Frame Images with Preliminary YOLOv8 and YOLOv11 Baselines2026🇺🇸 Utah State University
InsectDCT: A generalized pipeline for detection, taxonomic classification, and tracking of insects in camera-trap recordings2026🇩🇰 Aarhus University; 🇩🇪 Helmholtz Centre for Environmental Research; 🇪🇸 Mediterranean Institute for Advanced Studies; 🇬🇪 Ilia State University
PolliCrop: A high-throughput computer vision pipeline for pollinator monitoring in agroecosystems2026🇫🇷 INRAE; 🇫🇷 CNRS; 🇺🇸 University of California, Berkeley; 🇩🇪 Julius Kühn Institute; 🇩🇪 Technische Universität Braunschweig
Spectrogram-Based Deep Learning Models for Acoustic Identification of Honey Bees in Complex Environmental Noises2026🇵🇰 Namal University; 🇵🇰 University of Mianwali; 🇦🇪 Abu Dhabi University; 🇹🇷 Nişantaşı University
buzzdetect: an open-source deep learning tool for automated bioacoustic pollinator monitoring2025🇺🇸 The Ohio State University; 🇺🇸 Dartmouth College
Fast, accurate measurement of the worker populations of honey bee colonies using deep learning2025🇺🇸 Arizona State University; 🇺🇸 Texas A&M University–Kingsville
Image-based honey bee larval viral and bacterial diagnosis using machine learning2025🇺🇸 USDA Carl Hayden Bee Research Center; 🇺🇸 University of Arizona; 🇺🇸 Arizona Science Center
UrBAN: Urban Beehive Acoustics and PheNotyping Dataset2025🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc.
Bee Together: Joining Bee Audio Datasets for Hive Extrapolation in AI-Based Monitoring2024🇫🇷 University of Toulon
Individual honey bee tracking in a beehive environment using deep learning and Kalman filter2024🇹🇭 King Mongkut's University of Technology Thonburi (KMUTTH)
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees2024🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc.
BeeNet: An End-To-End Deep Network For Bee Surveillance2023🇦🇺 Australian National University; 🇧🇩 BRAC University; 🇦🇺 Curtin University; 🇦🇺 Commonwealth Scientific and Industrial Research Organisation
Labeled dataset for bee detection and direction estimation on entrance to beehive2023🇱🇹 Vilnius Gediminas Technical University
Honeybee Re-identification in Video: New Datasets and Impact of Self-supervision2022🇵🇷 University of Puerto Rico
Audio, Image, Video, and Weather Datasets for Continuous Electronic Beehive Monitoring2021🇺🇸 Utah State University
Automatic detection and classification of honey bee comb cells using deep learning2020🇵🇹 Instituto Politécnico de Bragança; 🇧🇷 Federal Technological University of Paraná; 🇫🇷 Université Clermont-Auvergne
DeepBees – Building and Scaling Convolutional Neuronal Nets For Fast and Large-scale Visual Monitoring of Bee Hives2019🇩🇪 Karlsruhe Institute of Technology; 🇩🇪 apic.ai
LabelBee: a web platform for large-scale semi-automated analysis of honeybee behavior from video2019🇵🇷 University of Puerto Rico
Publication Year Institutions
Detection and classification of honeybee castes using thermal imaging and deep learning2026🇮🇷 Razi University
Estimating colony strength and pollination efficiency in honey bees using a novel dataset and deep learning-based models2026🇺🇸 University of Arkansas at Fayetteville; 🇺🇸 Washington State University; 🇺🇸 University of Arkansas System; 🇺🇸 Mississippi State University; 🇺🇸 University of Tennessee at Knoxville
FAIRHiveFrames-1K: A Public FAIR Dataset of 1265 Annotated Hive Frame Images with Preliminary YOLOv8 and YOLOv11 Baselines2026🇺🇸 Utah State University
InsectDCT: A generalized pipeline for detection, taxonomic classification, and tracking of insects in camera-trap recordings2026🇩🇰 Aarhus University; 🇩🇪 Helmholtz Centre for Environmental Research; 🇪🇸 Mediterranean Institute for Advanced Studies; 🇬🇪 Ilia State University
PolliCrop: A high-throughput computer vision pipeline for pollinator monitoring in agroecosystems2026🇫🇷 INRAE; 🇫🇷 CNRS; 🇺🇸 University of California, Berkeley; 🇩🇪 Julius Kühn Institute; 🇩🇪 Technische Universität Braunschweig
Spectrogram-Based Deep Learning Models for Acoustic Identification of Honey Bees in Complex Environmental Noises2026🇵🇰 Namal University; 🇵🇰 University of Mianwali; 🇦🇪 Abu Dhabi University; 🇹🇷 Nişantaşı University
Publication Year Institutions
buzzdetect: an open-source deep learning tool for automated bioacoustic pollinator monitoring2025🇺🇸 The Ohio State University; 🇺🇸 Dartmouth College
Fast, accurate measurement of the worker populations of honey bee colonies using deep learning2025🇺🇸 Arizona State University; 🇺🇸 Texas A&M University–Kingsville
Image-based honey bee larval viral and bacterial diagnosis using machine learning2025🇺🇸 USDA Carl Hayden Bee Research Center; 🇺🇸 University of Arizona; 🇺🇸 Arizona Science Center
UrBAN: Urban Beehive Acoustics and PheNotyping Dataset2025🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc.
Publication Year Institutions
Bee Together: Joining Bee Audio Datasets for Hive Extrapolation in AI-Based Monitoring2024🇫🇷 University of Toulon
Individual honey bee tracking in a beehive environment using deep learning and Kalman filter2024🇹🇭 King Mongkut's University of Technology Thonburi (KMUTTH)
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees2024🇨🇦 Institut National de la Recherche Scientifique; 🇨🇦 Université Laval; 🇨🇦 Nectar Technologies Inc.
Publication Year Institutions
BeeNet: An End-To-End Deep Network For Bee Surveillance2023🇦🇺 Australian National University; 🇧🇩 BRAC University; 🇦🇺 Curtin University; 🇦🇺 Commonwealth Scientific and Industrial Research Organisation
Labeled dataset for bee detection and direction estimation on entrance to beehive2023🇱🇹 Vilnius Gediminas Technical University
Publication Year Institutions
Honeybee Re-identification in Video: New Datasets and Impact of Self-supervision2022🇵🇷 University of Puerto Rico
Publication Year Institutions
Audio, Image, Video, and Weather Datasets for Continuous Electronic Beehive Monitoring2021🇺🇸 Utah State University
Publication Year Institutions
Automatic detection and classification of honey bee comb cells using deep learning2020🇵🇹 Instituto Politécnico de Bragança; 🇧🇷 Federal Technological University of Paraná; 🇫🇷 Université Clermont-Auvergne
Publication Year Institutions
DeepBees – Building and Scaling Convolutional Neuronal Nets For Fast and Large-scale Visual Monitoring of Bee Hives2019🇩🇪 Karlsruhe Institute of Technology; 🇩🇪 apic.ai
LabelBee: a web platform for large-scale semi-automated analysis of honeybee behavior from video2019🇵🇷 University of Puerto Rico