Depth from Defocus In the Wild: Addition resultsHuixuan Tang1, Scott Cohen2, Brian Price2, Stephen Schiller2 and Kiriakos N. Kutulakos11University of Toronto 2Adobe Research In CVPR2017 |
| Viewing our Global DFD results in 3D |
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We export a few of our resulting depth maps to point clouds (.ply). These point clouds can be opened by 3D viewing/editing tools such as Meshlab.
Follow the steps below to view our point clouds in Meshlab: 0. Download and uncompress the PLY(11.6MB) files. 1. Download MeshLab (from sourceforge), install and open it. 2. In Meshlab, click Menu Files->New Empty Project, then cick Menu Files->Import Mesh. 3. Open .ply file in File browser (under ply/). A point cloud should appear in the main window. |
| Compared methods |
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LDFD (from only 2 images)--our sparse results. GDFD (based on LDFD results)--our dense results. DFF (from 25-41 images)-- Suwajanakorn, S., Hernandez, C., Seitz, S.M.: Depth from focus with your mobile phone. In: Proc. IEEE CVPR. (2015) SPS (based on LDFD results)-- Yao, J., Boben, M., Fidler, S., Urtasun, R.: Real-Time Coarse-to-fine Topologically Preserving Segmentation. In: Proc. IEEE CVPR. (2015) HCF (based on LDFD results)-- Chakrabarti, A., Xiong, Y., Gortler, S.J., Zickler, T.: Low-level vision by consensus in a spatial hierarchy of regions. In: Proc. IEEE CVPR. (2015) |
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Results |
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Nexus 5:
portrait
bagels
sushi
flower
bell
spike
flower2
christmas
Samsung Galaxy S3:
balls
keyboard
bottles
fruits
plants
telephone
window
(input images and DFF results of Samsung data kinded provided by Suwajanakorn et.al) |
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portrait input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  donut input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  flower input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  bell input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  flower6 input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  sushi input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  flower2 input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  christmas input pair (captured by Nexus 5)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  balls input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 25 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  keyboard input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 32 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  bottles input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 41 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  fruits input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 30 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  plants input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 30 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  telephone input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 33 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  window input pair (captured by Samsung Galaxy S3)  LDFD flow  LDFD depth  GDFD flow  GDFD depth  DFF depth (from 27 images)  SPS flow (initialized by LDFD flow)  SPS depth (initialized by LDFD depth)  HCF flow (initialized by LDFD flow)  HCF depth (initialized by LDFD depth)  |