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Camera Culture
Ramesh Raskar
Ramesh Raskar
Asso. Professor
MIT Media Lab
Extreme
Computational
Imaging
Mohit, Shah, Angelino, Sinha
Huang, Wetzstein, Barsky, Raskar. SIGGRAPH 2014.
Eyeglasses-free Display: Towards Correcting Visual
Aberrations with Computational Light Field Displays.
EyeSelfie,
Swedish et al
SIGGRAPH 2015
Replacement Expansion Prediction
Predictive Modeling of Future Health
Theia: API for Diabetic Retinopathy Screening
Open API and Documentation
theia.media.mit.edu
Drag and Drop Web Demo
Swedish et al
Visual Urban Sensing
Naik, Glaeser, Hidalgo, Raskar (email: naik@mit.edu)
Crowdsourcing
Computer Vision
+
3.6/10
Sentiment Analysis
for Street-level Images
Quantifying Urban Change
Applications: Real estate, Data-driven urban policy and planning
Decline
Improvement
streetscore.media.mit.edu
How to use computer vision
and crowdsourcing to
evaluate the appearance of
cities across the world
at street-level resolution and
global scale?
Smartphone spectroscopy for consumer applications
Rechargeable battery
Arduino pro mini Bluetooth module
Spectrometer chip
LED
FilterLight switch
Power switch
Application in rapid testing of food quality: Chlorophyll fluorescence in fruits
Anshuman Das, Akshat Wahi, Ishan Kothari and Ramesh Raskar
Hand-held 3D Imager for biomedical applications
3D imaging of throat and tonsils for
evaluation of obstructive sleep apnea
Anshuman Das, Tulio Valdez, Ramesh Raskar et. Al.,
Biomed. Opt. Express 7, 1445-1457 (2016)
3D imaging of the tympanic membrane
for accurately detecting ear infections
Anshuman Das, Julio Estrada, Ramesh Raskar et. Al.,
Proc. SPIE, 9303, 93031F (2015)
Health and Wellness Interfaces
Positions Open (tiny.cc/ccjobs)
Collaboration/Expt
Co-funding
Raskar, Camera Culture, MIT Media Lab
http://cameraculture.info
http://Fb.com/cameraculture
MIT Media Lab
Bit Hacking
PhotonHacking
Computer Vision
Optics
Sensors
Signal Processing
Displays
Machine Learning
Computational
Light Transport
Computational
PhotographyIllumination
Diffraction
Dynamic Range
Descattering
Defocus
Depth
Milli
Micro
Nano
Pico
Femto
Atto
Conquer .. Time
Milli
Micro
Nano
Pico
Atto
Femto-graphy
Conquer .. Time
Noise
Signal
Light in Slow Motion ..
10 Billion x Slow
Velten et al, Siggraph 2013
Andreas Velten, Di Wu, Christopher Barsi, Everett Lawson
Raw Data
Can you see
around corners ?
2nd Bounce
Multi-path
Analysis
1st Bounce
3rd Bounce
28
Collision avoidance, robot navigation, …
29
DARPA REVEAL Program by Dr. Predrag Milojkovic
Motion beyond line of sight
Pandharkar, Velten, Bardagjy, Lawson, Bawendi, Raskar, CVPR 2011
30
…, bronchoscopies, …
31
Identify
Materials
Naik, Zhao, Velten, Raskar, Bala,
(SIGGRAPH Asia 2011)
BRDF from a single viewpoint
Single Photon Sensitive Imaging
Gariepy et al. Nature Comm (2015)
Millisecond
Microsecond
NanoSecond
PicoSecond
FemtoSecond
AttoSecond
RFlow
CAT-
scan
Phone3D
Reading
Book
Frequency
TimeResolution
Look
Around
Corners
Audio RF XrayLightTHz
FLIM
Multi-Dimensional
Light Transport
5-D Transport
Nanophotography
70 picosecond resolution
[Kadambi et al 2013]
Real-time Localization
Imaging Real Time Localization
Kadambi, Zhao, Shi, Raskar. "Occluded Imaging with Time of Flight Sensors." ACM ToG
2016 (Pres. at SIGGRAPH)
Wavelength vs
Shininess
Macroscopic Interferometry
Optical Interferogram Electronic Interferogram
Kadambi, Schiel, Raskar CVPR 2016 (Oral)
Macroscopic Interferometry
SNR Benefits
Works at long-range
Obeys theoretic bounds
from optical coherence
Macroscopic Interferometry
Depth Sensor
Kadambi, Taamazyan, Shi, Raskar, ICCV 2015
Polarized 3D
Mitigate Exploit Create
Scattered Light
FLIM
Satat et al. Nature Comm 2015
Bhandari et al. 2015
Application: Fluorescence Lifetime Imaging
ToF Imaging : Relative Phase Ecodes Distance Info
FLIM : Relative Phase Ecodes Lifetime Info
Probing Function
Response
Time Domain FLIM
ToF Imaging
FLIM Imaging
Frequency Domain FLIM
Excitation Fluorescence
Lifetime
Parameterizes Lifetime
Application: Fluorescence Lifetime Imaging
Bhandari, Barsi, Raskar, 2016
Blind and reference-free fluorescence lifetime
estimation via consumer time-of-flight sensors
Location + Fluoro Lifetime Behind Diffuser
Satat et al. Nature Comm (2015)
Bhandari et al. 2015
Imaging Behind Thick Scattering Media
1.5cm
Thick
Diffuser
Hidden Scene Reconstruction with ToF
Satat et al. “Imaging Through Thick Medium Using Time-Resolved Measurement” COSI (2015)
Mohit, Shah, Angelino, Sinha
Optical Brush
Heshmat, Lee, Raskar,, Nature Scientific Reports, 2016
Heshmat, Lee, Raskar,, Nature Scientific Reports, 2016
Optical
Brush
Sanchez, Heshmat, Reza, Romberg, Raskar 2015
Sanchez, Heshmat, Reza, Romberg, Raskar 2015
Bedri, Gupta, Mohit et al
Time-of-Flight Microwave Camera
Charvat, Temme, Feigin, Raskar
Nature SciRep 2015
Kadambi, Bhandari et al
Millisecond
Microsecond
NanoSecond
PicoSecond
FemtoSecond
AttoSecond
RFlow
CAT-
scan
Phone3D
Reading
Book
Frequency
TimeResolution
Look
Around
Corners
Audio RF XrayLightTHz
FLIM
Multi-Dimensional
Light Transport
5-D Transport
Raskar stanfordextremecompuimagingapr2016

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Raskar stanfordextremecompuimagingapr2016

Notes de l'éditeur

  1. Provide oral health solutions via a tooth brush that takes achieves x-ray like screening
  2. Vision is important for day labor for his employment
  3. Siggraph 2015 Paper: EyeSelfie: Swedish, Roesch, …, Raskar
  4. My work involves creative new ways to play with light by co-designing optical and digital processing. My work lies at the INTERSECTION of processing of photons and processing of bits. At MERL, I transformed the field of computational photography, with key papers and impact on products At Media Lab, I invented a new field ‘computational light transport’
  5. If I turn this laser point ON and OFF in a trillionth of a second .. i.e. in a few femto-second ..
  6. I will create a packate of photons .. less than a milimeter long .. Bullet of light .. Traveling a million times faster than ord bullet
  7. What if we send this bullet of photons to shatter into this bottle How does light look in slow motion The whole sequence is less than a nanosecond stretched to about 10 seconds i.e. 10 billion times slowed down If an oridinary bullet, same distance at such a slow motion video, do you know how long you will have to sit here to watch the movie? A day, a week .. a whole year .. it will be a very boring movie .. Clean_coke_mulSlow2v1.mov
  8. so we have to use a stroboscopic sampling method to fire the bullet millions of times and do clever sync and record raw data, and use computational techniques to to weave together femto-video. World’s fastest videos Same photo about 10 million times to get enough photons World’s fastest slowest camera ..
  9. Superman can fly and heroes can becomes invisible .. But what about a new power for a future super-hero .. To see around corners ..
  10. My idea is to use the multiple bounces of light i.e. echoes of light. Echoes of sound -> Echoes of light We all know about echoes of sound. But sounds travels slow and we can actually hear the echoes Light travels fast so we need specialized hardware to ‘listen’ to these echoes. So we end up using light sources and cameras that run at a trillion frames per second (not a million and not a billion, but trillion)
  11. And to see deep inside the body with endoscopes that look in narrow channels in lungs Or colons Colonoscopy/cardioscopy
  12. Provide oral health solutions via a tooth brush that takes achieves x-ray like screening
  13. Ancient text witout damaging books
  14. How can we drive on foggy, crowded streets As if it is a sunny day on a clear road
  15. My Photo 24 roll film for one year