Game Content Generation from a Single Example

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Titelei/Inhaltsverzeichnis No access Pages I - XIV
1. Procedural Content Generation No access
2. Super Mario Bros No access
3. Minecraft No access
4. Structure of the Thesis No access
1. Generative Models No access
2. 1. Classic Methods No access
  2. PCG via Machine Learning Methods No access
3. 1. Related to this Thesis No access
  2. Additional No access
1. 1. Artificial Neural Networks No access
  2. Generative Adversarial Networks No access
  3. SinGAN No access
2. 1. Interfacing with Token-based Levels No access
  2. Markov Chains No access
  3. Wave Function Collapse No access
1. 1. Architecture No access
  2. Term Frequency - Inverse Document Frequency and Token Hierarchy No access
2. 1. Qualitative Samples No access
  2. Tile-Pattern-KL-Divergence No access
  3. Uniqueness and Levenshtein Distance No access
  4. Playability and Reachability No access
  5. Ablation Study No access
  6. Level Embeddings No access
  7. Additional Experiments No access
3. Summary No access
1. 1. Architecture and 3D Convolutions No access
  2. Block2vec No access
  3. BERT Embeddings No access
2. 1. Qualitative Results No access
  2. Quantitative Results and Ablation No access
  3. Additional Experiments No access
3. Summary No access
1. TOAD-GAN No access
2. Wor(l)d-GAN No access
3. Future Work No access
Bibliography No access Pages 111 - 130