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StreamPETR CARLA Town04 3D Dataset

Synthetic multi-camera temporal dataset collected in CARLA Town04 for StreamPETR 3D object detection experiments.

Summary

  • 8,100 synchronized frames and 48,600 JPEG images
  • Six cameras per frame at 1600x900
  • 405 disjoint temporal clips
  • Nine weather presets
  • Three maneuvers: left, right, and straight
  • 27 weather-maneuver cases with 300 frames per case
  • 139,425 labeled 3D objects
  • Classes present: car, truck, bus, motorcycle, and bicycle

The split is scene-disjoint and balanced across all weather-maneuver cases:

Split Frames Clips Frames per case
Train 6,480 324 240
Validation 1,620 81 60

Camera order

  1. CAM_FRONT
  2. CAM_FRONT_RIGHT
  3. CAM_FRONT_LEFT
  4. CAM_BACK
  5. CAM_BACK_LEFT
  6. CAM_BACK_RIGHT

Calibration, intrinsics, extrinsics, ego poses, timestamps, 2D annotations, and 3D annotations are stored in the temporal info PKL files. The camera profile is recorded as nuscenes-reference-v1 in the annotation metadata.

Layout

carla_town04_9weather_3maneuver_8100/
β”œβ”€β”€ carla_town04_temporal_infos_train.pkl
β”œβ”€β”€ carla_town04_temporal_infos_val.pkl
β”œβ”€β”€ dataset_manifest.json
β”œβ”€β”€ validation_report.json
β”œβ”€β”€ lidar_placeholder.bin
└── samples/
    β”œβ”€β”€ CAM_FRONT/
    β”œβ”€β”€ CAM_FRONT_RIGHT/
    β”œβ”€β”€ CAM_FRONT_LEFT/
    β”œβ”€β”€ CAM_BACK/
    β”œβ”€β”€ CAM_BACK_LEFT/
    └── CAM_BACK_RIGHT/

Download for StreamPETR

Run this command from the StreamPETR repository root:

hf download BanVienCorp/StreamPETR_3D_Dataset \
  --repo-type dataset \
  --local-dir data

The annotation paths then resolve directly under:

data/carla_town04_9weather_3maneuver_8100/

Validation

All 48,600 JPEG files were decoded successfully before upload. The checked counts and calibration consistency results are included in validation_report.json.

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