glass tti-vanguard-04dec14-san.key
TRANSCRIPT
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What Google Glass means for the future of photography
Marc LevoyComputer Science DepartmentStanford University
TTI Vanguard [next]December 4, 2014
mostly retiredfrom Stanfordto work at...
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(Google)
https://www.youtube.com/watch?v=5R1snVxGNVs
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© 2010 Marc Levoy
Outline✦ a bit of history
✦ technical specs
✦ What’s different about taking a picture using Glass?
✦ writing apps for cameras
✦ superhero vision
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© Marc Levoy
Head-mounted displays are not new
✦ conferences:• International Symposium on Wearable Computers (ISWC)• Pervasive and Ubiquitous Computing (Ubicomp)
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Ivan Sutherland’s“ultimate display” (1965)
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© Marc Levoy
Head-mounted displays are not new
6(Google image search results for “head mounted display”)
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© Marc Levoy
Neither are head-mounted cameras
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Steve Mann’sEyetap (1981)
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© Marc Levoy
Neither are head-mounted cameras
8(Google image search results for “head mounted camera”)
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(gopro.com)
https://www.youtube.com/watch?v=A3PDXmYoF5U
(GoPro trailer)
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(gopro.com)
https://www.youtube.com/watch?v=A3PDXmYoF5U
(GoPro trailer)
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© Marc Levoy
Technical specs
✦ camera• cell phone equivalent, 5Mpix still or 720p video, no flash
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Nokia N95
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Nokia N95
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iPhone 5
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Glass
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© Marc Levoy
Technical specs
✦ camera• cell phone equivalent, 5Mpix still or 720p video, no flash
✦ display• heads-up, color, 640×360 pixels, focused at a distance
✦ sensors• accelerometer, gyro, compass, GPS
✦ radios• bluetooth tethering through your phone or direct Wifi • no cellular modem (3G/4G)
✦ computing• cell phone equivalent processor (OMAP4), memory, and OS• SDKs are becoming available in stages
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free
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(picture by Sebastian Thrun)
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
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(Google)
https://www.youtube.com/watch?v=cCmfpHYAAz0
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met• something cool I saw
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met• something cool I saw• information I’d like to remember
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met• something cool I saw• information I need to remember• things I gotta do
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met• something cool I saw• information I need to remember• things I gotta do• life logging
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© Marc Levoy
What’s different abouttaking a picture using Glass?
✦ the capture experience• hands-free• point-of-view• always available• instantly triggerable• your eyes are unobstructed
✦ new reasons to take pictures• people I’ve met• something cool I saw• information I need to remember• things I gotta do• life logging
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Glass also takes nice photographs
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© Marc Levoy
Video and other formats✦ straight video
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(video not available)
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© Marc Levoy
Video and other formats✦ straight video
✦ slo-mo and timelapse
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(video not available)
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© Marc Levoy
Video and other formats✦ straight video
✦ slo-mo and timelapse
✦ video hangouts and eye swapping
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(Google)
https://www.youtube.com/watch?v=cCmfpHYAAz0
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© Marc Levoy
Video and other formats✦ straight video
✦ slo-mo and timelapse
✦ video hangouts and eye swapping
✦ every photograph is a cliplet
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© Marc Levoy
Cliplets
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Nikon V1 Motion Snapshot(60fps for 1 second, slowed 2.5×, cross-dissolve to still, played with music)
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(http://vimeo.com/36897783)
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© Marc Levoy
Photomontage from bursts
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© Marc Levoy
Photomontage from bursts
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Multiplicity
56 (Evan Sharboneau)
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© Marc Levoy
Video and other formats✦ straight video
✦ slo-mo and timelapse
✦ video hangouts and eye swapping
✦ every photograph is a cliplet
✦ cinemagraphs
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© Marc Levoy
Cinemagraphs:between photography and video
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(cinemagraphs.com)
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© Marc Levoy
Video and other formats✦ straight video
✦ slo-mo and timelapse
✦ video hangouts and eye swapping
✦ every photograph is a cliplet
✦ cinemagraphs
✦ other games with video...
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© Marc Levoy
Video synopsis[Pritch et al.]
60http://www.cs.huji.ac.il/~yaelpri/demos.php
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Dynamosaicing[Rav-Acha, Pritch, et al. 2007]
61 http://www.cs.huji.ac.il/~yaelpri/demos.php
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© Marc Levoy
What’s hard about computational video?
✦ finding effects that are fun, useful, and not creepy
✦ making these effects easy for consumers to author
✦ making them robust enough to work most of the time
✦ making them efficient enough to compute on the device
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© Marc Levoy
The future of digital cameras✦ the megapixel wars are over (long overdue)
✦ computational photography is the next battlegroundin the camera industry (it’s already starting)
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nope, still raging in the
cell phone marketplace
actually, it’s the main
battleground right now
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© Marc Levoy
The future of digital cameras✦ the megapixel wars are over (long overdue)
✦ computational photography is the next battlegroundin the camera industry (it’s already starting)
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• burst mode low-light• auto-HDR• all-focus• background defocus
Casio EX ZR1000
• captures a burst of 40 shots at 30fps and auto-selects the best 5
Nikon 1 V2
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© Marc Levoy
The future of digital cameras✦ the megapixel wars are over (long overdue)
✦ computational photography is the next battlegroundin the camera industry (it’s already starting)
✦ how will these features appear to consumers?• standard and invisible• standard and visible (and disable-able)• aftermarket plugins and apps for your camera
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© Marc Levoy
Example computational photography app:SynthCam for the iPhone
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Free
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while recording synthetic aperture photograph
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single frame synthetic aperture photograph
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single frame synthetic aperture photograph
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strong defocus subtle defocus
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tilt-shift “miniature-model” effect
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© Marc Levoy
Superhero vision
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(Hector Garcia-Molina)
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© Marc Levoy
Superhero vision✦ seeing in the dark
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© Marc Levoy
✦ required a tripod✦ can’t currently do this using a cell phone, but it’s not impossible
• dark current (if one shot) or read noise (if a burst) must be very low76
Digital photographycan easily exceed human vision
(Jesse Levinson Canon 10D, 28mm f/4, 3 min, ISO 100, 4 image pano)
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single frame(iPhone 4)
Low-light imaging usingburst-mode computational photography
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average of~30 frames
(SynthCam)
SNR increases as sqrt(# of frames)
Low-light imaging usingburst-mode computational photography
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single frame
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average of~30 frames
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single frame
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average of~30 frames
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© Marc Levoy
Superhero vision✦ seeing in the dark
✦ seeing through objects
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© Marc Levoy
Removing foreground objectsby translating the camera
✦ align the shots
✦ match histograms
✦ apply median filter
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© Marc Levoy
Superhero vision✦ seeing in the dark
✦ seeing through objects
✦ magnifying glass, telescopic vision
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© Marc Levoy
Head-mounted magnifiers
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© Marc Levoy
Camera-based magnifiers✦ optical zoom
• requires a long optical path
✦ digital zoom (cropping)• requires a high pixel count,
hence a thick camera
✦ super-resolution• results typically look oversharpened
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Nokia 808
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© Marc Levoy
Beyond SLRs: Superhero vision✦ seeing in the dark
✦ seeing through objects
✦ magnifying glass, telescopic vision
✦ slowing down motion
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(Dogs in Slow Motion, Devin Graham)https://www.youtube.com/watch?v=7ZIjkvdz4Ko
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© Marc Levoy
Superhero vision✦ seeing in the dark
✦ seeing through objects
✦ magnifying glass, telescopic vision
✦ slowing down motion
✦ motion magnification, change magnification
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© Marc Levoy
Motion magnification[Liu, SIGGRAPH 2005]
✦ can this be done using a (shaky) handheld camera?
✦ can it be computed on a (slow) mobile device?91
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© Marc Levoy
Change magnification[Wu, SIGGRAPH 2012]
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✦ how much SNR is needed to detect this signal?
✦ is it socially acceptable to run this on Glass?
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© Marc Levoy
Superhero vision✦ seeing in the dark
✦ seeing through objects
✦ magnifying glass, telescopic vision
✦ slowing down motion
✦ motion magnification, change magnification
✦ language translation
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© Marc Levoy
Word Lens(app for iOS and Android)
✦ mediocre translation, but clever user interface
✦ recently bought by Google, runs on Glass94
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© Marc Levoy
Superhero vision✦ seeing in the dark
✦ seeing through objects
✦ magnifying glass, telescopic vision
✦ slowing down motion
✦ motion magnification, change magnification
✦ language translation
✦ face recognition
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© Marc Levoy
If you met this man at a party...
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•name: Jack Sparrow•address: Black Pearl•profession: pirate•net worth: zero•spouse: many•criminal record: long
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© Marc Levoy
Face recognition✦ recognition from uncontrolled photos is still sci-fi
✦ Google has pro-actively prohibited it on Glass
✦ it could eventually work
✦ if it does, someone will build a device to do it
✦ giving up anonymity ≠ giving up privacy
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© Marc Levoy
Parting thought: new business models
✦ remote medical diagnosis• or agricultural, or mechanical
✦ pay or be paid for every picture you take• posting pictures of empty parking spaces
✦ instantly available cameras improve safety and security• “ok glass, report that unsafe driver!”• personal safety in bad neighborhoods
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© Marc Levoy
Parting thought: new aesthetics
✦ new technologies begin by mimicing old technologies,but eventually develop their own idioms
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Georges Méliès, 20,000 Leagues Under the Sea (1907)
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Canon 5DII, 1/400 sec
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Canon 5DII, average of 15 shots of 1/6 sec
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(Marc Levoy)
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