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metadata
license: mit
tags:
  - self-driving
  - udacity

Thesis Training Data

Training datasets collected from the Udacity self-driving car simulator for the bachelor's thesis: Dual-Axis Testing of Visual Robustness and Topological Generalization in Vision-based End-to-End Driving Models.

Technical University of Munich, 2025

Datasets

Map Description Archive
Jungle Training data for DAVE-2, DAVE-2-GRU, ViT jungle_20251029-174507.tar.zst
GenRoads Training data for ViT genroads_20251201-163211.tar.zst
GenRoads Sequential training data for DAVE-2, DAVE-2-GRU genroads_gru.tar.zst (formerly train_dataset_gru)

Data Format

Each dataset contains:

  • RGB images from the front-facing camera
  • Corresponding steering and throttle values

Citation

@thesis{igenbergs2025dualaxis,
  title={Dual-Axis Testing of Visual Robustness and Topological Generalization in Vision-based End-to-End Driving Models},
  author={Igenbergs, Maxim},
  school={Technical University of Munich},
  year={2026},
  type={Bachelor's Thesis}
}

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