Low Level Image Processing论文记录(个人)

Low Level

Reconfiguring the Imaging Pipeline ★★

[Paper] Reconfiguring the Imaging Pipeline for Computer Vision
[Year] ICCV 2017
[Author] Mark Buckler, Suren Jayasuriya, Adrian Sampson
[Pages]
https://capra.cs.cornell.edu/research/visionmode/
https://github.com/cucapra/approx-vision
https://github.com/mbuckler/ReversiblePipeline
[Description]
1) 针对计算机视觉任务(而不是photography)简化ISP流程. 提出只有demosaicing和gamma校正是CV任务中必需的, 并据此设计了系统.
2) 系统包括3个步骤: reduced resolution readout, subsampling to produce RGB images, lower-precision logarithmic ADC configuration. 能将总体能耗降低约75%
3) 公布了一套用于模拟imaging pipeline及其逆过程的工具CRIP