Mapping the stereotyped behaviour of freely-moving fruit flies
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Abstract (arXiv)
Most animals possess the ability to actuate a vast diversity of movements, ostensibly constrained only by morphology and physics. In practice, however, a frequent assumption in behavioral science is that most of an animal's activities can be described in terms of a small set of stereotyped motifs. Here we introduce a method for mapping the behavioral space of organisms, relying only upon the underlying structure of postural movement data to organize and classify behaviors. We find that six different drosophilid species each perform a mix of non-stereotyped actions and over one hundred hierarchically-organized, stereotyped behaviors. Moreover, we use this approach to compare these species' behavioral spaces, systematically identifying subtle behavioral differences between closely-related species.
Key facts. Cited by 21 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Oct 2013.
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Citing papers per year: 2021: 6; 2022: 3; 2023: 4; 2024: 4; 2025: 3; 2026: 1.
21 papers.
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- 2021The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactionscited by 31
- 2021Self-Supervised Keypoint Discovery in Behavioral Videoscited by 23
- 2022MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behaviorcited by 12
- 2021Unsupervised Learning of Neurosymbolic Encoderscited by 8
- 2021Measuring and modeling the motor system with machine learningcited by 7
- 2022Multi-view Tracking, Re-ID, and Social Network Analysis of a Flock of Visually Similar Birds in an Outdoor Aviarycited by 7
- 2021Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysiscited by 6
- 2022Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Developmentcited by 4
- 2023CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Surveycited by 4
- 2024Animal Behavior Analysis Methods Using Deep Learning: A Surveycited by 4
- 2023A benchmark for computational analysis of animal behavior, using animal-borne tagscited by 2
- 2024Learning Keypoints for Multi-Agent Behavior Analysis using Self-Supervisioncited by 2
9 more
- 2023Elephants and Algorithms: A Review of the Current and Future Role of AI in Elephant Monitoringcited by 1
- 2024A study of animal action segmentation algorithms across supervised, unsupervised, and semi-supervised learning paradigmscited by 1
- 2025Learning Task-Agnostic Motifs to Capture the Continuous Nature of Animal Behaviorcited by 1
- 2021Bubblewrap: Online tiling and real-time flow prediction on neural manifoldscited by 0
- 2023The Lost Art of Mathematical Modellingcited by 0
- 2024Out-of-Core Dimensionality Reduction for Large Data via Out-of-Sample Extensionscited by 0
- 2025From eye to AI: studying rodent social behavior in the era of machine Learningcited by 0
- 2025Behavioural Classification in C. elegans: a Spatio-Temporal Analysis of Locomotioncited by 0
- 2026On Out-of-sample Embedding in UMAPcited by 0
- 2026On Out-of-sample Embedding in UMAP3 Jun 2026
- 2025Behavioural Classification in C. elegans: a Spatio-Temporal Analysis of Locomotion30 Sep 2025
- 2025From eye to AI: studying rodent social behavior in the era of machine Learning6 Aug 2025
- 2025Learning Task-Agnostic Motifs to Capture the Continuous Nature of Animal Behavior18 Jun 2025
- 2024Learning Keypoints for Multi-Agent Behavior Analysis using Self-Supervision14 Sep 2024
- 2024Out-of-Core Dimensionality Reduction for Large Data via Out-of-Sample Extensions7 Aug 2024
- 2024A study of animal action segmentation algorithms across supervised, unsupervised, and semi-supervised learning paradigms23 Jul 2024
- 2024Animal Behavior Analysis Methods Using Deep Learning: A Survey22 May 2024
- 2023Elephants and Algorithms: A Review of the Current and Future Role of AI in Elephant Monitoring23 Jun 2023
- 2023A benchmark for computational analysis of animal behavior, using animal-borne tags18 May 2023
- 2023The Lost Art of Mathematical Modelling19 Jan 2023
- 2023CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Survey15 Jan 2023
9 more
- 2022Multi-view Tracking, Re-ID, and Social Network Analysis of a Flock of Visually Similar Birds in an Outdoor Aviary1 Dec 2022
- 2022MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behavior21 Jul 2022
- 2022Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Development6 Apr 2022
- 2021Self-Supervised Keypoint Discovery in Behavioral Videos9 Dec 2021
- 2021Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis30 Nov 2021
- 2021Bubblewrap: Online tiling and real-time flow prediction on neural manifolds31 Aug 2021
- 2021Unsupervised Learning of Neurosymbolic Encoders28 Jul 2021
- 2021The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactions6 Apr 2021
- 2021Measuring and modeling the motor system with machine learning22 Mar 2021
- 2021The Multi-Agent Behavior Dataset: Mouse Dyadic Social Interactionscited by 31
- 2021Self-Supervised Keypoint Discovery in Behavioral Videoscited by 23
- 2022MABe22: A Multi-Species Multi-Task Benchmark for Learned Representations of Behaviorcited by 12
- 2021Unsupervised Learning of Neurosymbolic Encoderscited by 8
- 2021Measuring and modeling the motor system with machine learningcited by 7
- 2022Multi-view Tracking, Re-ID, and Social Network Analysis of a Flock of Visually Similar Birds in an Outdoor Aviarycited by 7
- 2021Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysiscited by 6
- 2022Open-Source Tools for Behavioral Video Analysis: Setup, Methods, and Developmentcited by 4
- 2023CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Surveycited by 4
- 2024Animal Behavior Analysis Methods Using Deep Learning: A Surveycited by 4
- 2023A benchmark for computational analysis of animal behavior, using animal-borne tagscited by 2
- 2024Learning Keypoints for Multi-Agent Behavior Analysis using Self-Supervisioncited by 2
12 most cited of 21 All 21 (JSON)
- 2026On Out-of-sample Embedding in UMAP3 Jun 2026
- 2025Behavioural Classification in C. elegans: a Spatio-Temporal Analysis of Locomotion30 Sep 2025
- 2025From eye to AI: studying rodent social behavior in the era of machine Learning6 Aug 2025
- 2025Learning Task-Agnostic Motifs to Capture the Continuous Nature of Animal Behavior18 Jun 2025
- 2024Learning Keypoints for Multi-Agent Behavior Analysis using Self-Supervision14 Sep 2024
- 2024Out-of-Core Dimensionality Reduction for Large Data via Out-of-Sample Extensions7 Aug 2024
- 2024A study of animal action segmentation algorithms across supervised, unsupervised, and semi-supervised learning paradigms23 Jul 2024
- 2024Animal Behavior Analysis Methods Using Deep Learning: A Survey22 May 2024
- 2023Elephants and Algorithms: A Review of the Current and Future Role of AI in Elephant Monitoring23 Jun 2023
- 2023A benchmark for computational analysis of animal behavior, using animal-borne tags18 May 2023
- 2023The Lost Art of Mathematical Modelling19 Jan 2023
- 2023CNN-Based Action Recognition and Pose Estimation for Classifying Animal Behavior from Videos: A Survey15 Jan 2023
12 newest of 21 All 21 (JSON)