SlideShare a Scribd company logo
Image Stabilisation
Guillaume Emont
Igalia
Image Stabilisation
Holiday pictures
that picture is not by me
(it is © 2011 Ugo Riboni)
...but I was there!
with a plan!
What the balloon sees
Let's go higher
Higher!
HIGHER!
I said: HIIIGHEEEER!
Ok, that will do
We wanted to take pictures for 7 days
The balloon agreed to 4 hours and a half
There was an intimate ceremony
with family and friends
Nice pics! ...now what?
Time lapse!
-- [timelapse-theory.png] [fit] [text-align=center]
<span font="20">(image from wikipedia under GFDL)</span>
-- [timelapse-theory.png] [fit] [text-align=center]
Crazier: one frame per minute!
Removing the training wheels:
No tripod.
(luckily, we have OpenCV)
Stabilisation in post-processing:
1. detect the movement (optical flow)
Optical flow: position changes of features
Stabilisation in post-processing:
2. compensate
Compensation:
OpenCV provides nice tools
(but we won't talk about them here)
Optical flow: a few algorithms
Horn-Schunck
Lucas-Kanade
gst-launch-0.10 filesrc location=shaky-hippo.ogg
! decodebin ! ffmpegcolorspace
! opticalflowcorrector algorithm=1
! ffmpegcolorspace ! xvimagesink
Err, yeah but...
What about the balloon pictures?
Horn-Schunck
Lucas-Kanade
Speeded
Up
Robust
Feature
SURF
Woohoo!
Bonus track
TODO:
Check out the optical flow work by David Jordan (used for slow motion)
and try to apply it to stabilisation
TODO:
better compensation (tesselation?)
TODO:
try more algorithms (BRIEF and ORB)
TODO:
automatic optimal choice of algorithm and parameters
TODO:
reimplement in C and put in -bad?
TODO:
for videos: movement prediction/averaging
(follow the intended movement of the cameraman)
questions?
Image credits:
training wheels: CC BY-NC-SA 2.0 Dale Basler http://www.flickr.com/photos/baslercast/
surf: CC BY-NC-SA 2.0 Guilherme Meneghelli http://www.flickr.com/people/iberere/
last one: CC BY-NC-SA 2.0 Martin Ibert http://www.flickr.com/photos/mar_ibert/
Thanks!
http://www.gitorious.org/gststabilizer
http://balloonfreaks.mooo.com/
http://emont.org/blog/
http://www.igalia.com/
guijemont@igalia.com

More Related Content

More from Igalia

Building End-user Applications on Embedded Devices with WPE
Building End-user Applications on Embedded Devices with WPEBuilding End-user Applications on Embedded Devices with WPE
Building End-user Applications on Embedded Devices with WPE
Igalia
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Igalia
 
Automated Testing for Web-based Systems on Embedded Devices
Automated Testing for Web-based Systems on Embedded DevicesAutomated Testing for Web-based Systems on Embedded Devices
Automated Testing for Web-based Systems on Embedded Devices
Igalia
 
Embedding WPE WebKit - from Bring-up to Maintenance
Embedding WPE WebKit - from Bring-up to MaintenanceEmbedding WPE WebKit - from Bring-up to Maintenance
Embedding WPE WebKit - from Bring-up to Maintenance
Igalia
 
Optimizing Scheduler for Linux Gaming.pdf
Optimizing Scheduler for Linux Gaming.pdfOptimizing Scheduler for Linux Gaming.pdf
Optimizing Scheduler for Linux Gaming.pdf
Igalia
 
Running JS via WASM faster with JIT
Running JS via WASM      faster with JITRunning JS via WASM      faster with JIT
Running JS via WASM faster with JIT
Igalia
 
To crash or not to crash: if you do, at least recover fast!
To crash or not to crash: if you do, at least recover fast!To crash or not to crash: if you do, at least recover fast!
To crash or not to crash: if you do, at least recover fast!
Igalia
 
Implementing a Vulkan Video Encoder From Mesa to GStreamer
Implementing a Vulkan Video Encoder From Mesa to GStreamerImplementing a Vulkan Video Encoder From Mesa to GStreamer
Implementing a Vulkan Video Encoder From Mesa to GStreamer
Igalia
 
8 Years of Open Drivers, including the State of Vulkan in Mesa
8 Years of Open Drivers, including the State of Vulkan in Mesa8 Years of Open Drivers, including the State of Vulkan in Mesa
8 Years of Open Drivers, including the State of Vulkan in Mesa
Igalia
 
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por IgaliaIntroducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
Igalia
 
2023 in Chimera Linux
2023 in Chimera                    Linux2023 in Chimera                    Linux
2023 in Chimera Linux
Igalia
 
Building a Linux distro with LLVM
Building a Linux distro        with LLVMBuilding a Linux distro        with LLVM
Building a Linux distro with LLVM
Igalia
 
turnip: Update on Open Source Vulkan Driver for Adreno GPUs
turnip: Update on Open Source Vulkan Driver for Adreno GPUsturnip: Update on Open Source Vulkan Driver for Adreno GPUs
turnip: Update on Open Source Vulkan Driver for Adreno GPUs
Igalia
 
Graphics stack updates for Raspberry Pi devices
Graphics stack updates for Raspberry Pi devicesGraphics stack updates for Raspberry Pi devices
Graphics stack updates for Raspberry Pi devices
Igalia
 
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOSDelegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
Igalia
 
MessageFormat: The future of i18n on the web
MessageFormat: The future of i18n on the webMessageFormat: The future of i18n on the web
MessageFormat: The future of i18n on the web
Igalia
 
Replacing the geometry pipeline with mesh shaders
Replacing the geometry pipeline with mesh shadersReplacing the geometry pipeline with mesh shaders
Replacing the geometry pipeline with mesh shaders
Igalia
 
I'm not an AMD expert, but...
I'm not an AMD expert, but...I'm not an AMD expert, but...
I'm not an AMD expert, but...
Igalia
 
Status of Vulkan on Raspberry
Status of Vulkan on RaspberryStatus of Vulkan on Raspberry
Status of Vulkan on Raspberry
Igalia
 
Enable hardware acceleration for GL applications without glamor on Xorg modes...
Enable hardware acceleration for GL applications without glamor on Xorg modes...Enable hardware acceleration for GL applications without glamor on Xorg modes...
Enable hardware acceleration for GL applications without glamor on Xorg modes...
Igalia
 

More from Igalia (20)

Building End-user Applications on Embedded Devices with WPE
Building End-user Applications on Embedded Devices with WPEBuilding End-user Applications on Embedded Devices with WPE
Building End-user Applications on Embedded Devices with WPE
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Automated Testing for Web-based Systems on Embedded Devices
Automated Testing for Web-based Systems on Embedded DevicesAutomated Testing for Web-based Systems on Embedded Devices
Automated Testing for Web-based Systems on Embedded Devices
 
Embedding WPE WebKit - from Bring-up to Maintenance
Embedding WPE WebKit - from Bring-up to MaintenanceEmbedding WPE WebKit - from Bring-up to Maintenance
Embedding WPE WebKit - from Bring-up to Maintenance
 
Optimizing Scheduler for Linux Gaming.pdf
Optimizing Scheduler for Linux Gaming.pdfOptimizing Scheduler for Linux Gaming.pdf
Optimizing Scheduler for Linux Gaming.pdf
 
Running JS via WASM faster with JIT
Running JS via WASM      faster with JITRunning JS via WASM      faster with JIT
Running JS via WASM faster with JIT
 
To crash or not to crash: if you do, at least recover fast!
To crash or not to crash: if you do, at least recover fast!To crash or not to crash: if you do, at least recover fast!
To crash or not to crash: if you do, at least recover fast!
 
Implementing a Vulkan Video Encoder From Mesa to GStreamer
Implementing a Vulkan Video Encoder From Mesa to GStreamerImplementing a Vulkan Video Encoder From Mesa to GStreamer
Implementing a Vulkan Video Encoder From Mesa to GStreamer
 
8 Years of Open Drivers, including the State of Vulkan in Mesa
8 Years of Open Drivers, including the State of Vulkan in Mesa8 Years of Open Drivers, including the State of Vulkan in Mesa
8 Years of Open Drivers, including the State of Vulkan in Mesa
 
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por IgaliaIntroducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
Introducción a Mesa. Caso específico dos dispositivos Raspberry Pi por Igalia
 
2023 in Chimera Linux
2023 in Chimera                    Linux2023 in Chimera                    Linux
2023 in Chimera Linux
 
Building a Linux distro with LLVM
Building a Linux distro        with LLVMBuilding a Linux distro        with LLVM
Building a Linux distro with LLVM
 
turnip: Update on Open Source Vulkan Driver for Adreno GPUs
turnip: Update on Open Source Vulkan Driver for Adreno GPUsturnip: Update on Open Source Vulkan Driver for Adreno GPUs
turnip: Update on Open Source Vulkan Driver for Adreno GPUs
 
Graphics stack updates for Raspberry Pi devices
Graphics stack updates for Raspberry Pi devicesGraphics stack updates for Raspberry Pi devices
Graphics stack updates for Raspberry Pi devices
 
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOSDelegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
Delegated Compositing - Utilizing Wayland Protocols for Chromium on ChromeOS
 
MessageFormat: The future of i18n on the web
MessageFormat: The future of i18n on the webMessageFormat: The future of i18n on the web
MessageFormat: The future of i18n on the web
 
Replacing the geometry pipeline with mesh shaders
Replacing the geometry pipeline with mesh shadersReplacing the geometry pipeline with mesh shaders
Replacing the geometry pipeline with mesh shaders
 
I'm not an AMD expert, but...
I'm not an AMD expert, but...I'm not an AMD expert, but...
I'm not an AMD expert, but...
 
Status of Vulkan on Raspberry
Status of Vulkan on RaspberryStatus of Vulkan on Raspberry
Status of Vulkan on Raspberry
 
Enable hardware acceleration for GL applications without glamor on Xorg modes...
Enable hardware acceleration for GL applications without glamor on Xorg modes...Enable hardware acceleration for GL applications without glamor on Xorg modes...
Enable hardware acceleration for GL applications without glamor on Xorg modes...
 

Recently uploaded

The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
operationspcvita
 
Nordic Marketo Engage User Group_June 13_ 2024.pptx
Nordic Marketo Engage User Group_June 13_ 2024.pptxNordic Marketo Engage User Group_June 13_ 2024.pptx
Nordic Marketo Engage User Group_June 13_ 2024.pptx
MichaelKnudsen27
 
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfHow to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
Chart Kalyan
 
Session 1 - Intro to Robotic Process Automation.pdf
Session 1 - Intro to Robotic Process Automation.pdfSession 1 - Intro to Robotic Process Automation.pdf
Session 1 - Intro to Robotic Process Automation.pdf
UiPathCommunity
 
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Pitangent Analytics & Technology Solutions Pvt. Ltd
 
Christine's Supplier Sourcing Presentaion.pptx
Christine's Supplier Sourcing Presentaion.pptxChristine's Supplier Sourcing Presentaion.pptx
Christine's Supplier Sourcing Presentaion.pptx
christinelarrosa
 
Northern Engraving | Nameplate Manufacturing Process - 2024
Northern Engraving | Nameplate Manufacturing Process - 2024Northern Engraving | Nameplate Manufacturing Process - 2024
Northern Engraving | Nameplate Manufacturing Process - 2024
Northern Engraving
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
c5vrf27qcz
 
Essentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation ParametersEssentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation Parameters
Safe Software
 
Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |
AstuteBusiness
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
Fwdays
 
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge GraphGraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
Neo4j
 
Leveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and StandardsLeveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and Standards
Neo4j
 
GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)
Javier Junquera
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
Jason Yip
 
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
Edge AI and Vision Alliance
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
Ivo Velitchkov
 
Northern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
Northern Engraving | Modern Metal Trim, Nameplates and Appliance PanelsNorthern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
Northern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
Northern Engraving
 
Mutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented ChatbotsMutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented Chatbots
Pablo Gómez Abajo
 
QA or the Highway - Component Testing: Bridging the gap between frontend appl...
QA or the Highway - Component Testing: Bridging the gap between frontend appl...QA or the Highway - Component Testing: Bridging the gap between frontend appl...
QA or the Highway - Component Testing: Bridging the gap between frontend appl...
zjhamm304
 

Recently uploaded (20)

The Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptxThe Microsoft 365 Migration Tutorial For Beginner.pptx
The Microsoft 365 Migration Tutorial For Beginner.pptx
 
Nordic Marketo Engage User Group_June 13_ 2024.pptx
Nordic Marketo Engage User Group_June 13_ 2024.pptxNordic Marketo Engage User Group_June 13_ 2024.pptx
Nordic Marketo Engage User Group_June 13_ 2024.pptx
 
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdfHow to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
How to Interpret Trends in the Kalyan Rajdhani Mix Chart.pdf
 
Session 1 - Intro to Robotic Process Automation.pdf
Session 1 - Intro to Robotic Process Automation.pdfSession 1 - Intro to Robotic Process Automation.pdf
Session 1 - Intro to Robotic Process Automation.pdf
 
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
Crafting Excellence: A Comprehensive Guide to iOS Mobile App Development Serv...
 
Christine's Supplier Sourcing Presentaion.pptx
Christine's Supplier Sourcing Presentaion.pptxChristine's Supplier Sourcing Presentaion.pptx
Christine's Supplier Sourcing Presentaion.pptx
 
Northern Engraving | Nameplate Manufacturing Process - 2024
Northern Engraving | Nameplate Manufacturing Process - 2024Northern Engraving | Nameplate Manufacturing Process - 2024
Northern Engraving | Nameplate Manufacturing Process - 2024
 
Y-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PPY-Combinator seed pitch deck template PP
Y-Combinator seed pitch deck template PP
 
Essentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation ParametersEssentials of Automations: Exploring Attributes & Automation Parameters
Essentials of Automations: Exploring Attributes & Automation Parameters
 
Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |Astute Business Solutions | Oracle Cloud Partner |
Astute Business Solutions | Oracle Cloud Partner |
 
"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota"Choosing proper type of scaling", Olena Syrota
"Choosing proper type of scaling", Olena Syrota
 
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge GraphGraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
GraphRAG for LifeSciences Hands-On with the Clinical Knowledge Graph
 
Leveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and StandardsLeveraging the Graph for Clinical Trials and Standards
Leveraging the Graph for Clinical Trials and Standards
 
GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)GNSS spoofing via SDR (Criptored Talks 2024)
GNSS spoofing via SDR (Criptored Talks 2024)
 
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
[OReilly Superstream] Occupy the Space: A grassroots guide to engineering (an...
 
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
“Temporal Event Neural Networks: A More Efficient Alternative to the Transfor...
 
Apps Break Data
Apps Break DataApps Break Data
Apps Break Data
 
Northern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
Northern Engraving | Modern Metal Trim, Nameplates and Appliance PanelsNorthern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
Northern Engraving | Modern Metal Trim, Nameplates and Appliance Panels
 
Mutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented ChatbotsMutation Testing for Task-Oriented Chatbots
Mutation Testing for Task-Oriented Chatbots
 
QA or the Highway - Component Testing: Bridging the gap between frontend appl...
QA or the Highway - Component Testing: Bridging the gap between frontend appl...QA or the Highway - Component Testing: Bridging the gap between frontend appl...
QA or the Highway - Component Testing: Bridging the gap between frontend appl...
 

Time lapse and stabilising a sequence of images (GStreamer Conference 2011)