mlsanityData to 7 Oct 2026

Okutama-Action: An Aerial View Video Dataset for Concurrent Human Action Detection

arXiv 1706.03038 ↗First posted 9 Jun 2017cs.CVcited by 45

Not on the map. Why?

Abstract (arXiv)

Despite significant progress in the development of human action detection datasets and algorithms, no current dataset is representative of real-world aerial view scenarios. We present Okutama-Action, a new video dataset for aerial view concurrent human action detection. It consists of 43 minute-long fully-annotated sequences with 12 action classes. Okutama-Action features many challenges missing in current datasets, including dynamic transition of actions, significant changes in scale and aspect ratio, abrupt camera movement, as well as multi-labeled actors. As a result, our dataset is more challenging than existing ones, and will help push the field forward to enable real-world applications.

Key facts. Cited by 45 papers in the map (data through 7 Oct 2026). First posted on arXiv 9 Jun 2017.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 12; 2023: 10; 2024: 9; 2025: 7; 2026: 3.

45 papers.

Sort:

By area:

  1. 2021UAV-Human: A Large Benchmark for Human Behavior Understanding with Unmanned Aerial Vehiclescited by 95
  2. 2022EarthNets: Empowering AI in Earth Observationcited by 40
  3. 2021Deep Learning for UAV-based Object Detection and Tracking: A Surveycited by 33
  4. 2022WebUAV-3M: A Benchmark for Unveiling the Power of Million-Scale Deep UAV Trackingcited by 26
  5. 2022The State of Aerial Surveillance: A Surveycited by 20
  6. 2021Dogfight: Detecting Drones from Drones Videoscited by 18
  7. 2023Multiview Aerial Visual Recognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?cited by 17
  8. 2023Synthetic-to-Real Domain Adaptation for Action Recognition: A Dataset and Baseline Performancescited by 15
  9. 2024RingMo-Aerial: An Aerial Remote Sensing Foundation Model With Affine Transformation Contrastive Learningcited by 15
  10. 2021A Multi-viewpoint Outdoor Dataset for Human Action Recognitioncited by 11
  11. 2022FAR: Fourier Aerial Video Recognitioncited by 10
  12. 2022Progressive Transformation Learning for Leveraging Virtual Images in Trainingcited by 10
33 more
  1. 2023UAV-Sim: NeRF-based Synthetic Data Generation for UAV-based Perceptioncited by 10
  2. 2022Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadatacited by 8
  3. 2023AZTR: Aerial Video Action Recognition with Auto Zoom and Temporal Reasoningcited by 8
  4. 2023PMI Sampler: Patch Similarity Guided Frame Selection for Aerial Action Recognitioncited by 7
  5. 2022Fewer is More: Efficient Object Detection in Large Aerial Imagescited by 6
  6. 2024Diversifying Human Pose in Synthetic Data for Aerial-view Human Detectioncited by 5
  7. 2023MITFAS: Mutual Information based Temporal Feature Alignment and Sampling for Aerial Video Action Recognitioncited by 4
  8. 2023Real-time Aerial Detection and Reasoning on Embedded-UAVscited by 3
  9. 2024Leveraging YOLO-World and GPT-4V LMMs for Zero-Shot Person Detection and Action Recognition in Drone Imagerycited by 3
  10. 2024TK-Planes: Tiered K-Planes with High Dimensional Feature Vectors for Dynamic UAV-based Scenescited by 3
  11. 2024Exploring the Impact of Synthetic Data for Aerial-view Human Detectioncited by 3
  12. 2024Exploring the Potential of Synthetic Data to Replace Real Datacited by 3
  13. 2024ELSA: Evaluating Localization of Social Activities in Urban Streets using Open-Vocabulary Detectioncited by 2
  14. 2025UAV4D: Dynamic Neural Rendering of Human-Centric UAV Imagery using Gaussian Splattingcited by 2
  15. 2022Validation of object detection in UAV-based images using synthetic datacited by 1
  16. 2022DroneAttention: Sparse Weighted Temporal Attention for Drone-Camera Based Activity Recognitioncited by 1
  17. 2023HawkI: Homography & Mutual Information Guidance for 3D-free Single Image to Aerial Viewcited by 1
  18. 2024SynPlay: Large-Scale Synthetic Human Data with Real-World Diversity for Aerial-View Perceptioncited by 1
  19. 2024UAVDB: Point-Guided Masks for UAV Detection and Segmentationcited by 1
  20. 2025Experimental validation of UAV search and detection system in real wilderness environmentcited by 1
  21. 2025UAVTwin: Neural Digital Twins for UAVs using Gaussian Splattingcited by 1
  22. 2025RIS-LAD: A Benchmark and Model for Referring Low-Altitude Drone Image Segmentationcited by 1
  23. 2025Generative Spatiotemporal Data Augmentationcited by 1
  24. 2026AeroDGS: Physically Consistent Dynamic Gaussian Splatting for Single-Sequence Aerial 4D Reconstructioncited by 1
  25. 2026ForestPersons: A Large-Scale Dataset for Under-Canopy Missing Person Detectioncited by 1
  26. 2022UAV-CROWD: Violent and non-violent crowd activity simulator from the perspective of UAVcited by 0
  27. 2022Actor-identified Spatiotemporal Action Detection -- Detecting Who Is Doing What in Videoscited by 0
  28. 2022SWTF: Sparse Weighted Temporal Fusion for Drone-Based Activity Recognitioncited by 0
  29. 2023SCP: Soft Conditional Prompt Learning for Aerial Video Action Recognitioncited by 0
  30. 2023Estimation of Human Condition at Disaster Site Using Aerial Drone Imagescited by 0
  31. 2025Anomaly detection in non-stationary videos using time-recursive differencing network based predictioncited by 0
  32. 2025Coarse-to-Fine Hierarchical Alignment for UAV-based Human Detection using Diffusion Modelscited by 0
  33. 2026UAV-OVO: Out-of-Viewpoint Generalization in UAV Action Recognitioncited by 0