Datasets › KAIST Multispectral Pedestrian Detection Benchmark

KAIST Multispectral Pedestrian Detection Benchmark

archive 2025-07-28

KAIST Multispectral Pedestrian Dataset

The KAIST Multispectral Pedestrian Dataset is imaging hardware consisting of a color camera, a thermal camera and a beam splitter to capture the aligned multispectral (RGB color + Thermal) images. With this hardware, we captured various regular traffic scenes at day and night time to consider changes in light conditions. and, consists of 95k color-thermal pairs (640x480, 20Hz) taken from a vehicle. All the pairs are manually annotated (person, people, cyclist) for the total of 103,128 dense annotations and 1,182 unique pedestrians. The annotation includes temporal correspondence between bounding boxes like Caltech Pedestrian Dataset.

For more information, read Multispectral Pedestrian Detection: Benchmark Dataset and Baseline (CVPR 2015) or visit this website

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Multispectral Object Detection KAIST Multispectral Pedestrian Detection Benchmark RSDet All Miss Rate 24.79 Removal then Selection: A Coarse-to-Fine Fusion... Zhao-Tian-yi/RSDet 17 Compare

Papers archive 2025-07-28

17 shown of 17 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 23. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
UniRGB-IR: A Unified Framework for RGB-Infrared Semantic Tasks via Adapter Tuning 1 1 26 Apr 2024 not harvested
INSANet: INtra-INter Spectral Attention Network for Effective Feature Fusion of Multispectral Pedestrian Detection 1 1 10 Feb 2024 not harvested
Removal then Selection: A Coarse-to-Fine Fusion Perspective for RGB-Infrared Object Detection 1 1 19 Jan 2024 not harvested
𝐂²Former: Calibrated and Complementary Transformer for RGB-Infrared Object Detection 2 1 28 Jun 2023 not harvested
Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection 0 1 28 Sep 2022 not harvested
Confidence-aware Fusion using Dempster-Shafer Theory for Multispectral Pedestrian Detection 1 1 21 Mar 2022 not harvested
MLPD: Multi-Label Pedestrian Detector in Multispectral Domain 1 1 26 Jul 2021 not harvested
Guided Attentive Feature Fusion for Multispectral Pedestrian Detection 1 1 3 Jan 2021 not harvested
Multispectral Fusion for Object Detection with Cyclic Fuse-and-Refine Blocks 1 1 26 Sep 2020 not harvested
Improving Multispectral Pedestrian Detection by Addressing Modality Imbalance Problems 2 1 7 Aug 2020 not harvested
Weakly Aligned Cross-Modal Learning for Multispectral Pedestrian Detection 0 1 9 Jan 2019 not harvested
CIAN: Cross-Image Affinity Net for Weakly Supervised Semantic Segmentation 1 1 27 Nov 2018 not harvested
Multispectral Pedestrian Detection via Simultaneous Detection and Segmentation 1 1 14 Aug 2018 not harvested
Illumination-aware Faster R-CNN for Robust Multispectral Pedestrian Detection 0 1 14 Mar 2018 not harvested
Fusion of Multispectral Data Through Illumination-aware Deep Neural Networks for Pedestrian Detection 0 1 27 Feb 2018 not harvested
Multispectral Deep Neural Networks for Pedestrian Detection 2 1 8 Nov 2016 ran 1 of 7 samples (6 unverified)
Fully Convolutional Networks for Semantic Segmentation 51 1 14 Nov 2014 ran 3 of 4 samples (1 unverified; 4 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • KAIST Multispectral Pedestrian Detection Benchmark

1 variant name, as the archive lists them.

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