Low Level Image Processing論文記錄(個人)
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) 針對計算機視覺任務(而不是photography)簡化ISP流程. 提出只有demosaicing和gamma校正是CV任務中必需的, 並據此設計了系統.
2) 系統包括3個步驟: reduced resolution readout, subsampling to produce RGB images, lower-precision logarithmic ADC configuration. 能將總體能耗降低約75%
3) 公佈了一套用於模擬imaging pipeline及其逆過程的工具CRIP