Halide まとめ

Halide まとめ

Halide - a language for image processing and computational photography

OSS

• tvm
  • https://github.com/dmlc/tvm
• Halide-HLS
  • https://github.com/jingpu/Halide-HLS
• CNTK(Binary Convolution)
  • https://github.com/Microsoft/CNTK/blob/master/Examples/Extensibility/BinaryConvolution/README.md
• OpenCV(a part of DNN)
  • https://github.com/opencv/opencv/tree/master/modules/dnn/src

関連論文

• Automatically Scheduling Halide Image Processing Pipelines
  • http://graphics.cs.cmu.edu/projects/halidesched/
• Halide: decoupling algorithms from schedules for high-performance image processing
  • https://dl.acm.org/citation.cfm?id=3150211
• Differentiable Image Processing in Halide
• Helium: Lifting High-Performance Stencil Kernels from Stripped x86 Binaries to Halide DSL Code
  • http://people.csail.mit.edu/jrk/helium-final.pdf
• Decoupling Algorithms from the Organization of Computation for High Performance Image Processing
  • http://people.csail.mit.edu/jrk/jrkthesis.pdf
• Halide: A Language and Compiler for Optimizing Parallelism, Locality, and Recomputation in Image Processing Pipelines
  • http://people.csail.mit.edu/jrk/halide-pldi13.pdf

関連資料

• Halideのチュートリアルまとめ
  • https://gist.github.com/cia-rana/103f73cec79a4b7c36459405581f9531
• Halide, Darkroom – 画像処理並列化のためのソフトウェア - Denso IT Laboratory researcher's blog sites
  • https://tech.d-itlab.co.jp/programming/567/
• Halide による画像処理プログラミング入門
  • https://www.slideshare.net/fixstars/halide-82788728
• HalideでつくるDomain Specific Architectureの世界
  • https://www.slideshare.net/fixstars/halidedomain-specific-architecture-88918793
• Halide to FPGA
  • https://www.halide2fpga.com/
• Halideによる画像処理について
  • https://speakerdeck.com/saturday06/halideniyoruhua-xiang-chu-li-nituite