# Machine-Oriented Compression

Dan Jacobellis

- [Acknowledgments](chapters/acknowledgments.md)
- [Abstract](chapters/abstract.md)
- [Introduction](chapters/introduction.md)
  - [Organization](chapters/introduction.md#organization)
- [Machine Perceptual Quality](chapters/mpq.md)
  - [Background](chapters/mpq.md#background)
  - [Evaluation Framework for Machine Perceptual Quality](chapters/mpq.md#evaluation-framework-for-machine-perceptual-quality)
  - [Key Findings](chapters/mpq.md#key-findings)
- [Learned Compression for Compressed Learning](chapters/walloc.md)
  - [Introduction](chapters/walloc.md#introduction)
  - [Sandwiched Asymmetric Autoencoder via Wavelet Packet Transform](chapters/walloc.md#sandwiched-asymmetric-autoencoder-via-wavelet-packet-transform)
  - [Implementation: WPT, Entropy Bottleneck, and Entropy Coding](chapters/walloc.md#implementation-wpt-entropy-bottleneck-and-entropy-coding)
  - [Evaluation](chapters/walloc.md#evaluation)
- [Lightweight, Versatile Codec Design](chapters/liveaction.md)
  - [Introduction](chapters/liveaction.md#introduction)
  - [Background and related work](chapters/liveaction.md#background-and-related-work)
  - [Encoding-Efficient Asymmetric Autoencoder Design](chapters/liveaction.md#encoding-efficient-asymmetric-autoencoder-design)
  - [Evaluation](chapters/liveaction.md#evaluation)
  - [Conclusion and Future Work](chapters/liveaction.md#conclusion-and-future-work)
- [Variable-Rate Compression and Projection-Pursuit Encoding](chapters/frappe.md)
  - [Introduction](chapters/frappe.md#introduction)
  - [Full-Input, Residual-Output Autoencoding](chapters/frappe.md#full-input-residual-output-autoencoding)
  - [Evaluation](chapters/frappe.md#evaluation)
  - [Conclusion](chapters/frappe.md#conclusion)
- [Video and Real-Time Sensing](chapters/dedelayed.md)
  - [Introduction](chapters/dedelayed.md#introduction)
  - [Background](chapters/dedelayed.md#background)
  - [Related work](chapters/dedelayed.md#related-work)
  - [Local Inference with Delay-Conditioned Remote Assistance](chapters/dedelayed.md#local-inference-with-delay-conditioned-remote-assistance)
  - [Design and implementation](chapters/dedelayed.md#design-and-implementation)
  - [Evaluation](chapters/dedelayed.md#evaluation)
  - [Bounded Performance Under Variable Delay](chapters/dedelayed.md#bounded-performance-under-variable-delay)
  - [Conclusion](chapters/dedelayed.md#conclusion)
- [Sensor-Embedded Autoencoding with One-Time Transcode](chapters/seaotter.md)
  - [Introduction](chapters/seaotter.md#introduction)
  - [Negative-Distortion Transcoding via Jointly Trained JPEG Proxy](chapters/seaotter.md#negative-distortion-transcoding-via-jointly-trained-jpeg-proxy)
  - [Accuracy Gains from Negative-Distortion Transcoding](chapters/seaotter.md#accuracy-gains-from-negative-distortion-transcoding)
  - [Conclusion](chapters/seaotter.md#conclusion)