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ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Dr. Anestis Koutsoudis
Multimedia Research Group
Athena Research and Innovation Centre, Xanthi, Greece
Digitisation, processing and visualisation of monuments
within the 3D-ICONS framework
The case of Athena RC
Major monuments promised to be delivered…
First Collection : Ottoman Monuments in Thrace, Greece
• Kioutouklou Baba Bekctashic Teke
• Ottoman period (1354 - 1920)
• Historical scheduled monument
• Sidini, Xanthi, Greece
• Funerary site - place of worship
8.54m
13.64m
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
18.34m
22.37m
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Major monuments promised to be delivered…
Second Collection : Paleochristian and Byzantine Monuments in Northern Greece
• Church of the Holy Apostles
• 14th Century
• Included in Unesco’s world heritage list
• Located in the center of Thessaloniki
• Still in service
64.46m
44.01m
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Major monuments promised to be delivered…
Second Collection : Paleochristian and Byzantine Monuments in Northern Greece
• Church of the Acheiropoietos
• 5th Century
• Included in Unesco’s world heritage list
• Located in the center of Thessaloniki
• Still in service
• Major restoration of the interior mosaics
Major monuments promised to be delivered…
Second Collection : Paleochristian and Byzantine Monuments in Northern Greece
• Church of St. George (Rotunda)
• 4th Century
• Included in Unesco’s world heritage list
• Located in the center of Thessaloniki
• High number of visitors on a daily basis
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
56.62m
37.67m
Major monuments promised to be delivered…
Third Collection : Monastic monuments of Northern Greece
• Monastery of Panagia Kalamou in Xanthi
• Exists since 17th century
• Major reconstruction/restoration in 20th cen.
• Still in service
• Probably the most morphologically complex
47.62m
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Major monuments promised to be delivered…
Third Collection : Monastic monuments of Northern Greece
• Monastery of Panagia Kosmosotira in Feres
• Founded in 1152
• Build to be a miniature of Hagia Sofia
23.69m 19.91m
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Aspects of the conventional pipeline being followed…
• Divided into two main phases…
• Data Collection – Digitisation
• Terrestrial and aerial photoshooting
• Also perform
• Terrestrial TOF Laser Scanning Partial capturing of monument’s surfaces
• Total station and empirical measurements (e.g. measuring tapes)
• Target positioning, distances between strong features on monument’s surface
• Data Processing
• Structure from Motion / Multi-image dense stereo 3D reconstruction
• Generation of primary model (Triangulated mesh)
• Scale model  Based on laser scanning, total station, measurements data
• Generation of lower resolution meshes
• Export to publish file format – Use of a Web landing page
• Generation of fly-around video sequences of monuments and details
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data collection equipment…
• Terrestrial session
• Set of Samsung NX1000 compact DSLRs 20MP 16mm fixed zoom and 22mm-55mm lenses
• Set of tripods and custom variable height monopods
• Optec Ilris 36D TOF laser scanner
• Topcon GPT-3005N total station
• Aerial session
UAV specs - Custom design and implementation by Aeroview.gr
• Hexacopter – X frame arrangement (Diameter: 80cm)
• Naza-M controller board with GPS (Altitude hold, return home)
• Payload capability 2Kg – Total Weight 4.7Kg
• Flying time 15 minutes – Five cell 18.5Volt Li-Po
• Two axis (Yaw, Roll) gimbal camera base
• FPV – Telemetry functions (Viewpoint, altitude, battery's voltage)
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data collection approach…a.k.a. The shutter’s nightmare
• Primary method for all models
• SFM / Multi-image dense 3D reconstruction
• Create multiple closed image sequences at different height levels around the monument
• Terrestrial (height range 1.50m – 6.00m using tripods, monopod)
• Aerial (height range 7.00m – 40m e.g. Rotunda minaret)
• Top aerial image sequences capture approach
• Low angle oblique
• Vertical titled
• Inevitable Additional image sequences to capture
• High morphological complexity areas with occlusions
• Concavities
• Details
• No safe distance limit was introduced by the Ephorate!
• Allowed us to fly close to the monuments (some cases < 3m )
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Aerial
Terrestrial
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data collection challenges
Terrestrial Photoshooting Sessions
• People
• Respect visitors  In many occasions had to stop collection phase
• Inform personnel about our work and what we are doing
• Politely avoid long conversations with drunken scholars
• Accessing the monument from all viewpoints needed
• Where not possible Tried airborne instead
• Weather conditions
• Trying to perform image collection always on cloudy days (Overcast)
• Absence of strong shadows – Overall similar lighting conditions
• Good for simulating different lighting conditions
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data collection challenges
Aerial Photoshooting Sessions
• Wind gusts
• Reduce total flying time
• Hard to automatically keep a safe distance from target  GPS slow response
• Dictates full-manual navigation
• Environment - Monuments morphology
• Difficulty to keep the UAV in pilot’s line-of-sight
• Need for pilot’s continuous movement to keep L-O-S
• Flight plan complexity related to morphological complexity
• Birds…especially seagulls and crows
• Flying around the UVA to scare it
• Sometimes…even try attacking the UAV!!!
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data Processing…software and hardware
Software arsenal
• Primary 3D model generation software
• Agisoft PhotoScan Professional edition
• Mesh processing, analysis and video generation
• Meshlab, Blender, Arius 3D Pointstream Editor, Cloud Compare, X-normal, InstantReality aopt tool
Hardware arsenal
• 6 x PC systems for data processing
• 3 x 64GB , 2 x 32GB , 1 x 96GB RAM
• 4 x Intel i7 4-cores, 1 x 6-cores
• ATI Radeon R9 280X, Geforce GTX 580
• Microsoft Windows 7 Pro 64 bit
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data Processing…some numbers
Total number of images per project and some indication for processing times
• Kioutouklou Baba Bekctashic Teke  1.000 images
• Church of the Holy Apostles  4.100
• Church of the Acheiropoietos  5.000
• Church of St. George (Rotunda)  9.200
Alignment duration: ~190 hours (10.000 points per image) Intel i7 6-core 3.4Ghz, ATI Radeon R9 200
• Monastery of Panagia Kalamou  9.000
• Monastery of Panagia Kosmosotira  4.000
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data Processing challenges
• Long processing times
• Image alignment and dense stereo reconstruction Extremely demanding CPU/GPU/RAM
• Hard to automatically keep a safe distance from target  GPS slow response
• Dictates full-manual navigation of UAV
• Not as immediate as viewing data from a scanner
• Exploit Agisoft Photoscan’s Python scripting support
• Perform dense stereo in multiple small regions
• Able to get higher resolution results with less memory requirements
• Still unable to get the best out of the image sequences
• Big data handling-visualisation inability using current hardware and software
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Data Processing…
• Producing different resolution models
• Photoscan  Meshlab (>mesh simplification)  Blender (>UV unwrap)  PhotoScan (Texture Mapping)
• End up with four different mesh complexity levels
• Low Res: <100K facets with 1024^2 pixels texture map | Mobile devices & low bandwidth connections
• Medium Res: <300K facets with 4096^2 | Average PCs
• High Res: aprox. 1M facets with 8192^2 | High end PCs
• Raw : >20M facets with vertex colour (Limited by current hardware specifications) | Research purpose data
• Output formats
• Fist three levels as X3D with JPEG texture maps
• Raw in binary PLY format
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
3D-ICONS Portal:
http://3dicons.ceti.gr
Cheat mode URL:
http://goo.gl/Q1GNyr
On landing pages…
• Some features
• Use WebGL/X3DOM javascript as a viewer
• Show 3D models in a wide range of platforms
• IOS8 supports x3dom
• Turntable navigation mode
• Prevent users accessing unwanted viewpoints
• Attempted an application-like flavour
• iframes & tabs technologies
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Video Channel on Youtube:
http://goo.gl/eNlAH6
On video sequences…
• Rendered using Blender
• Cycles renderer
• Depth of field effects
• Barrel distortion
• Colour aberration
• Vignette
• 1080p
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
What is next…
• Complete the generation of the primary 3D models for the remaining of the monuments
• Looking forward for the new Agisoft Photoscan version that supports network processing
• Update current high resolution models
• Use of binary X3D encoding and progressive download
• Generate orthophotos of monument’s facades  Digital resources
• Stick to metadata generation and ingestion targets
• If time!!!Work on a custom WebGL/ThreeJS based viewer in order to exploit
• Tessellation displacement mapping
• Low complexity mesh / High geometry details presented through shaders
Some related papers…
– A. Koutsoudis, B. Vidmar, G. Ioannakis, F. Arnaoutoglou, G. Pavlidis, C. Chamzas, Multi-Image 3D
Reconstruction Data Evaluation, Journal of Cultural Heritage, Volume 15, Issue 1, January–February 2014,
Pages 73–79.
– F. Remondino, F. Menna, A. Koutsoudis, C. Chamzas, S. El-Hakim, Design and implement a reality-based
3D digitisation and modelling project, International Congress on Digital Heritage, 28 Oct - 01 Nov,
Marseille, France, 2013.
– A. Koutsoudis, B. Vidmar, F. Arnaoutoglou, Performance Evaluation of a Multi-Image 3D Reconstruction
Software on a Low-Feature Artefact, Journal of Archaeological Science, Vol. 40 (12),December 2013,
pp.4450-4456.
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
Thank you for your attention
ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop
23-25 JUNE 2014 - RIVA DEL GARDA, ITALY

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Digitisation, processing and visualisation of monuments within the 3D-ICONS framework: The case of Athena RC - Anestis Koutsoudis, Greece

  • 1. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Dr. Anestis Koutsoudis Multimedia Research Group Athena Research and Innovation Centre, Xanthi, Greece Digitisation, processing and visualisation of monuments within the 3D-ICONS framework The case of Athena RC
  • 2. Major monuments promised to be delivered… First Collection : Ottoman Monuments in Thrace, Greece • Kioutouklou Baba Bekctashic Teke • Ottoman period (1354 - 1920) • Historical scheduled monument • Sidini, Xanthi, Greece • Funerary site - place of worship 8.54m 13.64m ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 3. 18.34m 22.37m ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Major monuments promised to be delivered… Second Collection : Paleochristian and Byzantine Monuments in Northern Greece • Church of the Holy Apostles • 14th Century • Included in Unesco’s world heritage list • Located in the center of Thessaloniki • Still in service
  • 4. 64.46m 44.01m ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Major monuments promised to be delivered… Second Collection : Paleochristian and Byzantine Monuments in Northern Greece • Church of the Acheiropoietos • 5th Century • Included in Unesco’s world heritage list • Located in the center of Thessaloniki • Still in service • Major restoration of the interior mosaics
  • 5. Major monuments promised to be delivered… Second Collection : Paleochristian and Byzantine Monuments in Northern Greece • Church of St. George (Rotunda) • 4th Century • Included in Unesco’s world heritage list • Located in the center of Thessaloniki • High number of visitors on a daily basis ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY 56.62m 37.67m
  • 6. Major monuments promised to be delivered… Third Collection : Monastic monuments of Northern Greece • Monastery of Panagia Kalamou in Xanthi • Exists since 17th century • Major reconstruction/restoration in 20th cen. • Still in service • Probably the most morphologically complex 47.62m ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 7. Major monuments promised to be delivered… Third Collection : Monastic monuments of Northern Greece • Monastery of Panagia Kosmosotira in Feres • Founded in 1152 • Build to be a miniature of Hagia Sofia 23.69m 19.91m ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 8. Aspects of the conventional pipeline being followed… • Divided into two main phases… • Data Collection – Digitisation • Terrestrial and aerial photoshooting • Also perform • Terrestrial TOF Laser Scanning Partial capturing of monument’s surfaces • Total station and empirical measurements (e.g. measuring tapes) • Target positioning, distances between strong features on monument’s surface • Data Processing • Structure from Motion / Multi-image dense stereo 3D reconstruction • Generation of primary model (Triangulated mesh) • Scale model  Based on laser scanning, total station, measurements data • Generation of lower resolution meshes • Export to publish file format – Use of a Web landing page • Generation of fly-around video sequences of monuments and details ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 9. Data collection equipment… • Terrestrial session • Set of Samsung NX1000 compact DSLRs 20MP 16mm fixed zoom and 22mm-55mm lenses • Set of tripods and custom variable height monopods • Optec Ilris 36D TOF laser scanner • Topcon GPT-3005N total station • Aerial session UAV specs - Custom design and implementation by Aeroview.gr • Hexacopter – X frame arrangement (Diameter: 80cm) • Naza-M controller board with GPS (Altitude hold, return home) • Payload capability 2Kg – Total Weight 4.7Kg • Flying time 15 minutes – Five cell 18.5Volt Li-Po • Two axis (Yaw, Roll) gimbal camera base • FPV – Telemetry functions (Viewpoint, altitude, battery's voltage) ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 10. Data collection approach…a.k.a. The shutter’s nightmare • Primary method for all models • SFM / Multi-image dense 3D reconstruction • Create multiple closed image sequences at different height levels around the monument • Terrestrial (height range 1.50m – 6.00m using tripods, monopod) • Aerial (height range 7.00m – 40m e.g. Rotunda minaret) • Top aerial image sequences capture approach • Low angle oblique • Vertical titled • Inevitable Additional image sequences to capture • High morphological complexity areas with occlusions • Concavities • Details • No safe distance limit was introduced by the Ephorate! • Allowed us to fly close to the monuments (some cases < 3m ) ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Aerial Terrestrial
  • 11. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data collection challenges Terrestrial Photoshooting Sessions • People • Respect visitors  In many occasions had to stop collection phase • Inform personnel about our work and what we are doing • Politely avoid long conversations with drunken scholars • Accessing the monument from all viewpoints needed • Where not possible Tried airborne instead • Weather conditions • Trying to perform image collection always on cloudy days (Overcast) • Absence of strong shadows – Overall similar lighting conditions • Good for simulating different lighting conditions
  • 12. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data collection challenges Aerial Photoshooting Sessions • Wind gusts • Reduce total flying time • Hard to automatically keep a safe distance from target  GPS slow response • Dictates full-manual navigation • Environment - Monuments morphology • Difficulty to keep the UAV in pilot’s line-of-sight • Need for pilot’s continuous movement to keep L-O-S • Flight plan complexity related to morphological complexity • Birds…especially seagulls and crows • Flying around the UVA to scare it • Sometimes…even try attacking the UAV!!!
  • 13. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data Processing…software and hardware Software arsenal • Primary 3D model generation software • Agisoft PhotoScan Professional edition • Mesh processing, analysis and video generation • Meshlab, Blender, Arius 3D Pointstream Editor, Cloud Compare, X-normal, InstantReality aopt tool Hardware arsenal • 6 x PC systems for data processing • 3 x 64GB , 2 x 32GB , 1 x 96GB RAM • 4 x Intel i7 4-cores, 1 x 6-cores • ATI Radeon R9 280X, Geforce GTX 580 • Microsoft Windows 7 Pro 64 bit
  • 14. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data Processing…some numbers Total number of images per project and some indication for processing times • Kioutouklou Baba Bekctashic Teke  1.000 images • Church of the Holy Apostles  4.100 • Church of the Acheiropoietos  5.000 • Church of St. George (Rotunda)  9.200 Alignment duration: ~190 hours (10.000 points per image) Intel i7 6-core 3.4Ghz, ATI Radeon R9 200 • Monastery of Panagia Kalamou  9.000 • Monastery of Panagia Kosmosotira  4.000
  • 15. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data Processing challenges • Long processing times • Image alignment and dense stereo reconstruction Extremely demanding CPU/GPU/RAM • Hard to automatically keep a safe distance from target  GPS slow response • Dictates full-manual navigation of UAV • Not as immediate as viewing data from a scanner • Exploit Agisoft Photoscan’s Python scripting support • Perform dense stereo in multiple small regions • Able to get higher resolution results with less memory requirements • Still unable to get the best out of the image sequences • Big data handling-visualisation inability using current hardware and software
  • 16. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Data Processing… • Producing different resolution models • Photoscan  Meshlab (>mesh simplification)  Blender (>UV unwrap)  PhotoScan (Texture Mapping) • End up with four different mesh complexity levels • Low Res: <100K facets with 1024^2 pixels texture map | Mobile devices & low bandwidth connections • Medium Res: <300K facets with 4096^2 | Average PCs • High Res: aprox. 1M facets with 8192^2 | High end PCs • Raw : >20M facets with vertex colour (Limited by current hardware specifications) | Research purpose data • Output formats • Fist three levels as X3D with JPEG texture maps • Raw in binary PLY format
  • 17. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY 3D-ICONS Portal: http://3dicons.ceti.gr Cheat mode URL: http://goo.gl/Q1GNyr On landing pages… • Some features • Use WebGL/X3DOM javascript as a viewer • Show 3D models in a wide range of platforms • IOS8 supports x3dom • Turntable navigation mode • Prevent users accessing unwanted viewpoints • Attempted an application-like flavour • iframes & tabs technologies
  • 18. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY Video Channel on Youtube: http://goo.gl/eNlAH6 On video sequences… • Rendered using Blender • Cycles renderer • Depth of field effects • Barrel distortion • Colour aberration • Vignette • 1080p
  • 19. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY What is next… • Complete the generation of the primary 3D models for the remaining of the monuments • Looking forward for the new Agisoft Photoscan version that supports network processing • Update current high resolution models • Use of binary X3D encoding and progressive download • Generate orthophotos of monument’s facades  Digital resources • Stick to metadata generation and ingestion targets • If time!!!Work on a custom WebGL/ThreeJS based viewer in order to exploit • Tessellation displacement mapping • Low complexity mesh / High geometry details presented through shaders
  • 20. Some related papers… – A. Koutsoudis, B. Vidmar, G. Ioannakis, F. Arnaoutoglou, G. Pavlidis, C. Chamzas, Multi-Image 3D Reconstruction Data Evaluation, Journal of Cultural Heritage, Volume 15, Issue 1, January–February 2014, Pages 73–79. – F. Remondino, F. Menna, A. Koutsoudis, C. Chamzas, S. El-Hakim, Design and implement a reality-based 3D digitisation and modelling project, International Congress on Digital Heritage, 28 Oct - 01 Nov, Marseille, France, 2013. – A. Koutsoudis, B. Vidmar, F. Arnaoutoglou, Performance Evaluation of a Multi-Image 3D Reconstruction Software on a Low-Feature Artefact, Journal of Archaeological Science, Vol. 40 (12),December 2013, pp.4450-4456. ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY
  • 21. Thank you for your attention ISPRS TECHNICAL COMMISSION V SYMPOSIUM - 3D-ICONS Workshop 23-25 JUNE 2014 - RIVA DEL GARDA, ITALY