mlsanityData to 7 Oct 2026

The First Competition on Resource-Limited Infrared Small Target Detection Challenge: Methods and Results

arXiv 2408.09615 ↗First posted 18 Aug 2024cs.CVcited by 1

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Abstract (arXiv)

In this paper, we briefly summarize the first competition on resource-limited infrared small target detection (namely, LimitIRSTD). This competition has two tracks, including weakly-supervised infrared small target detection (Track 1) and lightweight infrared small target detection (Track 2). 46 and 60 teams successfully registered and took part in Tracks 1 and Track 2, respectively. The top-performing methods and their results in each track are described with details. This competition inspires the community to explore the tough problems in the application of infrared small target detection, and ultimately promote the deployment of this technology under limited resource.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 20 of its 35 references that are in the map. First posted on arXiv 18 Aug 2024.

Builds on

20 of 35 references.

References · 20

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  7. 2021Dense Nested Attention Network for Infrared Small Target Detectioncited by 132
  8. 2022UIU-Net: U-Net in U-Net for Infrared Small Object Detectioncited by 124
  9. 2024SCTransNet: Spatial-channel Cross Transformer Network for Infrared Small Target Detectioncited by 60
  10. 2023Mapping Degeneration Meets Label Evolution: Learning Infrared Small Target Detection with Single Point Supervisioncited by 50
  11. 2022MTU-Net: Multi-level TransUNet for Space-based Infrared Tiny Ship Detectioncited by 47
  12. 2024RobustSAM: Segment Anything Robustly on Degraded Imagescited by 36
8 more
  1. 2022One-Stage Cascade Refinement Networks for Infrared Small Target Detectioncited by 25
  2. 2023Monte Carlo Linear Clustering with Single-Point Supervision is Enough for Infrared Small Target Detectioncited by 19
  3. 20231M parameters are enough? A lightweight CNN-based model for medical image segmentationcited by 15
  4. 2024Towards Robust Infrared Small Target Detection: A Feature-Enhanced and Sensitivity-Tunable Frameworkcited by 8
  5. 2024Beyond Full Labels: Energy-Double-Guided Single-Point Prompt for Infrared Small Target Label Generationcited by 8
  6. 2024Refined Infrared Small Target Detection Scheme with Single-Point Supervisioncited by 3
  7. 2024LR-Net: A Lightweight and Robust Network for Infrared Small Target Detectioncited by 2
  8. 2024Single-Point Supervised High-Resolution Dynamic Network for Infrared Small Target Detectioncited by 1

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Cited by year

Citing papers per year: 2024: 1.

1 paper.

  1. 2024Hybrid Mask Generation for Infrared Small Target Detection with Single-Point Supervisioncited by 3