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DVS-PedX: Dynamic Vision Sensor Pedestrian eXploration Dataset

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Zenodo2026-01-15 更新2026-05-26 收录
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https://zenodo.org/doi/10.5281/zenodo.17030897
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资源简介:
DVS-PedX (Dynamic Vision Sensor Pedestrian eXploration Dataset) DVS-PedX is a neuromorphic dataset designed for pedestrian detection and crossing-intention analysis in normal and adverse weather conditions across two complementary sources: (1) synthetic event streams generated in the CARLA simulator for controlled “approach–cross” scenes under varied weather and lighting; and (2)real-world JAAD dash-cam 346 videos converted to event streams using the v2e tool, preserving natural behaviors and backgrounds. Event-based Pedestrian Interaction Clips (JPG/PNG + AEDAT/AEDAT4 + AVI previews). Data Structure DVS_PedX/├── carla_simulator/│   ├── frames_dataset_rgb/│   │   └── <sample_id>/                 # UUID-like folder│   │       └── <frame_index>-<label>.jpg   # label: 0=no crossing, 1=crossing│   ├── frames_dataset_dvs/│   │   └── <sample_id>/│   │       └── <frame_index>-<label>.png│   ├── frames_dataset_weather_rgb/│   │   └── <sample_id>/  → <frame_index>-<label>.jpg│   └── frames_dataset_weather_dvs/│       └── <sample_id>/  → <frame_index>-<label>.png│└── JAAD_DVS/    ├── video_0001/    │   ├── video_0001_v2.aedat            # AEDAT v2 event stream    │   ├── video_0001_v4.aedat4           # AEDAT v4 event stream    │   ├── dvs-video.avi                  # preview video    │   ├── dvs-video-frame_times.txt      # preview frame timestamps    │   └── v2e-args.txt                   # v2e conversion parameters    ├── video_0002/    └── ...   DVS_PedX Sample Dataset provides a lightweight, representative subset of the full DVS_PedX benchmark, designed for demonstration purposes. The sample includes some sequences from both CARLA and JAAD event-based pedestrian datasets, covering Dynamic Vision Sensor (DVS) data and corresponding modalities where available (e.g., RGB and adverse-weather variants in CARLA). All files preserve the original directory structure and file formats of the full datasets.   Overview Starting from v2, the DVS-PedX dataset is distributed as single compressed archives (.tar.xz) instead of multi-part files and contains the Samples dataset from Carla and JAAD. This simplifies downloading, verification, and extraction, and reduces the risk of file corruption. Each archive is accompanied by a SHA-256 checksum file for integrity verification. Dataset Download and Extraction Instructions (v2) Step 1 — Download Download the desired archive(s) and the corresponding .sha256 file from Zenodo, for example: DVS_PedX_CARLA_FULL.tar.xzDVS_PedX_CARLA_FULL.tar.xz.sha256 Step 2 — Verify integrity (optional, but recommended) macOS / Linux shasum -a 256 -c DVS_PedX_*.tar.xz.sha256 Windows (PowerShell) Get-FileHash DVS_PedX_XXXX.tar.xz -Algorithm SHA256 *Compare the output with the value in the .sha256 file. Step 3 — Extract macOS / Linux tar -xJvf DVS_PedX_XXXX.tar.xz Windows Extract using 7-Zip (right-click → Extract Here). Step 4 — Use Use the dataset directly from the extracted directory (e.g., DVS_PedX_CARLA_FULL/). We don't recommend modifying the internal directory structure.   Dataset preparation and sample splitting scripts are publicly available at https://github.com/AVHeros/DVS-PedX-DataSplitter.
提供机构:
Zenodo
创建时间:
2025-09-03
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