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MMPedestron Benchmark Dataset

MMPedestron Benchmark Dataset is a multimodal pedestrian detection dataset that includes sub‑datasets such as CrowdHuman, COCO‑Person, FLIR, PEDRo, etc.

Updated 7/15/2024
github

Description

MMPedestron Dataset Overview

Dataset Introduction

MMPedestron is a pedestrian detection dataset for multimodal learning, jointly developed by the following authors:

  • Yi Zhang
  • Wang ZENG
  • Sheng Jin
  • Chen Qian
  • Ping Luo
  • Wentao Liu

Dataset Configurations and Models

The dataset comprises multiple subsets and corresponding model configurations, as outlined below:

Region Proposal Performance

  1. Pre‑training Stage

  2. CrowdHuman

  3. COCO‑Person

  4. FLIR

  5. PEDRo

  6. LLVIP Datasets

  7. InOutDoor Datasets

    • Method & Config: MMPedestron
    • Backbone: UNIXViT
    • Download: same as above
  8. STCrowd Datasets

    • Method & Config: MMPedestron
    • Backbone: UNIXViT
    • Download: same as above
  9. EventPed Datasets

    • Method & Config: MMPedestron
    • Backbone: UNIXViT
    • Download: same as above

Dataset Access

Please obtain the dataset from the following link: MMPD‑Dataset

License

Code and data may be used freely for non‑commercial purposes; commercial inquiries should contact Sheng Jin (jinsheng13[at]foxmail[dot]com).

Citation

If you use our paper and code, please cite:

@inproceedings{zhang2024when,
  title={When Pedestrian Detection Meets Multi‑Modal Learning: Generalist Model and Benchmark Dataset},
  author={Zhang, Yi and Zeng, Wang and Jin, Sheng and Qian, Chen and Luo, Ping and Liu, Wentao},
  booktitle={European Conference on Computer Vision (ECCV)},
  year={2024},
  month={September}
}

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Topics

Pedestrian Detection
Multimodal Learning

Source

Organization: github

Created: 7/7/2024

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