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+ ---
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+ license: mit
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+ tags:
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+ - self-driving
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+ - udacity
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+ ---
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+
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+ # Thesis Training Data
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+
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+ 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.
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+
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+ Technical University of Munich, 2025
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+
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+ ## Datasets
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+
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+ | Map | Description | Archive |
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+ |-----|-------------|---------|
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+ | Jungle | Training data for DAVE-2, DAVE-2-GRU, ViT | `jungle_20251029-174507.tar.zst` |
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+ | GenRoads | Training data for ViT | `genroads_20251201-163211.tar.zst` |
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+ | GenRoads | Sequential training data for DAVE-2, DAVE-2-GRU | `genroads_gru.tar.zst` |
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+
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+ ## Data Format
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+
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+ Each dataset contains:
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+ - RGB images from the front-facing camera
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+ - Corresponding steering and throttle values
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @thesis{igenbergs2025dualaxis,
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+ title={Dual-Axis Testing of Visual Robustness and Topological Generalization in Vision-based End-to-End Driving Models},
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+ author={Igenbergs, Maxim},
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+ school={Technical University of Munich},
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+ year={2026},
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+ type={Bachelor's Thesis}
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+ }
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+ ```
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+
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+ ## Related
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+
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+ - [DAVE-2 Driving Model](https://huggingface.co/maxim-igenbergs/dave2)
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+ - [DAVE-2-GRU Driving Model](https://huggingface.co/maxim-igenbergs/dave2-gru)
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+ - [ViT Driving Model](https://huggingface.co/maxim-igenbergs/vit)
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+ - [TCP Driving Model](https://huggingface.co/maxim-igenbergs/tcp-carla-repro)
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+ - [Evaluation Runs Dataset](https://huggingface.co/datasets/maxim-igenbergs/thesis-runs)