The 1st Tiny Object Detection Challenge:Methods and Results
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Abstract (arXiv)
The 1st Tiny Object Detection (TOD) Challenge aims to encourage research in developing novel and accurate methods for tiny object detection in images which have wide views, with a current focus on tiny person detection. The TinyPerson dataset was used for the TOD Challenge and is publicly released. It has 1610 images and 72651 box-levelannotations. Around 36 participating teams from the globe competed inthe 1st TOD Challenge. In this paper, we provide a brief summary of the1st TOD Challenge including brief introductions to the top three methods.The submission leaderboard will be reopened for researchers that areinterested in the TOD challenge. The benchmark dataset and other information can be found at: https://github.com/ucas-vg/TinyBenchmark.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 16 Sep 2020.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 2; 2024: 2; 2025: 4.
14 papers.
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- 2022The State of Aerial Surveillance: A Surveycited by 20
- 2021SSPNet: Scale Selection Pyramid Network for Tiny Person Detection from UAV Imagescited by 16
- 2024Open World Object Detection: A Surveycited by 13
- 2022Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadatacited by 8
- 2023MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Resultscited by 7
- 2023A Unified Representation Framework for the Evaluation of Optical Music Recognition Systemscited by 7
- 2021PAFNet: An Efficient Anchor-Free Object Detector Guidancecited by 5
- 2021Small or Far Away? Exploiting Deep Super-Resolution and Altitude Data for Aerial Animal Surveillancecited by 2
- 2025Person Recognition in Aerial Surveillance: A Decade Surveycited by 2
- 2021Probabilistic Ranking-Aware Ensembles for Enhanced Object Detectionscited by 1
- 2025Benchmarking EfficientTAM on FMO datasetscited by 1
- 2024Object Detection in Thermal Images Using Deep Learning for Unmanned Aerial Vehiclescited by 0
- 2025Person Recognition in Aerial Surveillance: A Decade Survey21 Nov 2025
- 2025Benchmarking EfficientTAM on FMO datasets8 Sep 2025
- 2025RS-TinyNet: Stage-wise Feature Fusion Network for Detecting Tiny Objects in Remote Sensing Images17 Jul 2025
- 2025DPNet: Dynamic Pooling Network for Tiny Object Detection5 May 2025
- 2024Open World Object Detection: A Survey15 Oct 2024
- 2024Object Detection in Thermal Images Using Deep Learning for Unmanned Aerial Vehicles13 Feb 2024
- 2023A Unified Representation Framework for the Evaluation of Optical Music Recognition Systems20 Dec 2023
- 2023MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Results18 Jul 2023
- 2022Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadata31 Aug 2022
- 2022The State of Aerial Surveillance: A Survey9 Jan 2022
- 2021Small or Far Away? Exploiting Deep Super-Resolution and Altitude Data for Aerial Animal Surveillance12 Nov 2021
- 2021SSPNet: Scale Selection Pyramid Network for Tiny Person Detection from UAV Images4 Jul 2021
2 more
- 2022The State of Aerial Surveillance: A Surveycited by 20
- 2021SSPNet: Scale Selection Pyramid Network for Tiny Person Detection from UAV Imagescited by 16
- 2024Open World Object Detection: A Surveycited by 13
- 2022Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadatacited by 8
- 2023MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Resultscited by 7
- 2023A Unified Representation Framework for the Evaluation of Optical Music Recognition Systemscited by 7
- 2021PAFNet: An Efficient Anchor-Free Object Detector Guidancecited by 5
- 2021Small or Far Away? Exploiting Deep Super-Resolution and Altitude Data for Aerial Animal Surveillancecited by 2
- 2025Person Recognition in Aerial Surveillance: A Decade Surveycited by 2
- 2021Probabilistic Ranking-Aware Ensembles for Enhanced Object Detectionscited by 1
- 2025Benchmarking EfficientTAM on FMO datasetscited by 1
- 2024Object Detection in Thermal Images Using Deep Learning for Unmanned Aerial Vehiclescited by 0
12 most cited of 14 All 14 (JSON)
- 2025Person Recognition in Aerial Surveillance: A Decade Survey21 Nov 2025
- 2025Benchmarking EfficientTAM on FMO datasets8 Sep 2025
- 2025RS-TinyNet: Stage-wise Feature Fusion Network for Detecting Tiny Objects in Remote Sensing Images17 Jul 2025
- 2025DPNet: Dynamic Pooling Network for Tiny Object Detection5 May 2025
- 2024Open World Object Detection: A Survey15 Oct 2024
- 2024Object Detection in Thermal Images Using Deep Learning for Unmanned Aerial Vehicles13 Feb 2024
- 2023A Unified Representation Framework for the Evaluation of Optical Music Recognition Systems20 Dec 2023
- 2023MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Results18 Jul 2023
- 2022Archangel: A Hybrid UAV-based Human Detection Benchmark with Position and Pose Metadata31 Aug 2022
- 2022The State of Aerial Surveillance: A Survey9 Jan 2022
- 2021Small or Far Away? Exploiting Deep Super-Resolution and Altitude Data for Aerial Animal Surveillance12 Nov 2021
- 2021SSPNet: Scale Selection Pyramid Network for Tiny Person Detection from UAV Images4 Jul 2021
12 newest of 14 All 14 (JSON)