the australian centre for robotic vision (acrv)

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Juxi Leitner arc centre of excellence for robotic vision queensland university of technology <[email protected]> http://Juxi.net robotic vision an australian vision for robotics ACRV @ UC Berkeley

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Page 1: The Australian Centre for Robotic Vision (ACRV)

Juxi Leitner arc centre of excellence for robotic vision

queensland university of technology<[email protected]> http://Juxi.net

robotic vision an australian vision for robotics

ACRV @ UC Berkeley

Page 2: The Australian Centre for Robotic Vision (ACRV)

http://roboticvision.org/2

tinyurl.com/QUTRobotics

Brisbane, Australia

Page 3: The Australian Centre for Robotic Vision (ACRV)

http://roboticvision.org/

Page 4: The Australian Centre for Robotic Vision (ACRV)

SIFRslide

Page 5: The Australian Centre for Robotic Vision (ACRV)

http://roboticvision.org/

Page 6: The Australian Centre for Robotic Vision (ACRV)

http://roboticvision.org/

tinyurl.com/QUTRobotics

roboticvision.org

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http://roboticvision.org/

10 96%eyedesigns

animalshave eyes

Nature Reviews | Neuroscience

Protostomes

Bilateria

Ecdysozoa

Lophotrochozoa

~580 Mya

~550 Mya

~530 Mya

~500 Mya

~430 Mya

Deuterostomes

Chordates*

Craniates*

Vertebrates*

Gnathostomes*

Arthropods

Annelids

Molluscs

Hemichordates

Echinoderms

Cephalochordates*

Tunicates*

Myxiniformes*

Petromyzoniformes*

Last fossil jawless fish

Stages of interest in vertebrate eye evolution Cambrian

Mya 600 550 500 450 400 0

2 1 3 4 5 6

Lampreys

Jawed vertebrates

Hagfish

Lancelets

Sea squirts

Ocellus

Eye patch

ProtostomeAn animal belonging to the protostome super-phylum, which is characterized by its members’ embryonic development, in which the first opening (the blastopore) becomes the mouth (protostome is Greek for ‘first mouth’). All protostomes are invertebrates.

DeuterostomeAn animal belonging to the deuterostome super-phylum of the animal kingdom, which is characterized by its members’ embryonic development, in which the first opening (the blastopore) becomes the anus (deuterostome is Greek for ‘second mouth’). In addition to the chordate phylum (which includeds vertebrates), the other two main phyla are the echinoderm phylum and the hemichordate phylum.

ChordateAn animal belonging to the chordate phylum, which comprises vertebrates, tunicates and cephalochordates. These animals are characterized by the presence of a notochord, a dorsal-nerve cord and pharyngeal slits or pouches.

AgnathanA jawless fish within the chordate phylum (agnatha is Greek for ‘no jaw’). The two extant groups are hagfish and lampreys.

GnathostomeThe jawed vertebrates (gnathostome is Greek for ‘jaw mouth’), comprising fish and tetrapods (including birds and mammals).

craniates, hagfish have the most basal body-plan. They possess neither jaws nor vertebrae and are therefore usually regarded not as vertebrates but rather as a sister group. The vertebrates comprise an early jaw-less (agnathan) division, of which the only living examples are lampreys, and a later jawed division, the gnathostomes, which includes fish and tetrapods.

Controversy has long surrounded the interrelation-ship between hagfish, lampreys and jawed vertebrates. BOX 1 summarizes current views, and in FIG. 1 we show hagfish diverging either before the divergence of lam-preys or else after lampreys separated from the line that would become the jawed vertebrates.

Not only has extensive gene duplication occurred throughout the evolution of animals22, but in addition it is widely accepted that two rounds of whole-genome duplication occurred early in vertebrate evolu-tion23–29; most likely, one duplication occurred before the agnathans split from the vertebrate line and one occurred after (FIG. 1; for reviews, see REFS 30–32). It is also clear that the vertebrate organizer, which deter-mines the body plan of developing embryos, arose in early chordates33–35. These genetic developments are likely to have been of crucial importance in early vertebrate evolution, but they are beyond the scope of this Review.

Figure 1 | The origin of vertebrates. The evolution of jawed vertebrates is illustrated against an approximate time-scale of millions of years ago (Mya). The taxa considered in this Review are indicated with an asterisk and are accompanied by schematics and diagrams of the ‘eye’ region. The earliest chordates, represented by extant cephalochordates and tunicates, are thought to have appeared around 550 Mya. Jawless craniates (agnathans) were present in the early Cambrian, by 525 Mya, and a time of 530 Mya has been indicated for their presumed first appearance. As elaborated on in BOX 1, there is considerable controversy as to whether myxiniformes (solely represented by extant hagfish) diverged before or after the separation of lampreys from jawed vertebrates (shown as dashed black and grey lines). Numerous lines of jawless fish evolved between 500 and 430 Mya ago, although none have survived to the present day. The first jawed vertebrate arose around 430 Mya, and this line is represented today by cartilagenous fish, bony fish and tetrapods. Six ‘stages of interest’ in vertebrate eye evolution correspond to the time intervals between the divergence of important surviving taxa. This diagram does not include the evolutionary changes that have occurred in the last 400 million years. The presented timeline is based primarily on evidence from the fossil record; see REFS 2,13,15,17,18,144,160–163. The schematics are modified, with permission, from REF. 11 (1996) Oxford University Press (lancelet, sea squirt, hagfish and lamprey) and REF. 164 (2004) Academic Press (jawed vertebrate). The eye images are reproduced, with permission, from the following references: lancelet, REF. 165 BIODIDAC (1996) University of California Museum of Paleontology; sea squirt, REF. 63 (2006) Blackwell Publishing; hagfish, REF. 166 (2006) Australian Museum. Lamprey and jawed vertebrate eye images are courtesy of G. Westhoff and S. P. Collin).

R E V I E W S

NATURE REVIEWS | NEUROSCIENCE VOLUME 8 | DECEMBER 2007 | 961

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http://roboticvision.org/

Australian Centre for Robotic Vision

Robust Vision

Vision and Ac/on

Seman/c Representa/ons

Algorithms and Architecture

Visual Learning

Page 9: The Australian Centre for Robotic Vision (ACRV)

Dalle Molle Institute for AI (IDSIA)

Work

Juxi Leitner

PhD Informatics / Intelligent Systems

MSc Space Robotics & Automation

BSc Information & Software Engineering

Intelligent (Space) Robots European Space Agency (ESA)

Erasmus Intelligent Systems

Work (Humanoid) Robot VisionInstituto Superior Técnico (IST)

Mobility Intelligent Space Systems Laboratory

About Me

Current Robotic Vision and Actions

h9p://Juxi.net

Queensland University of Technology (QUT)

Page 10: The Australian Centre for Robotic Vision (ACRV)

coordinationeye-hand

move to see

see to move

Vision and Action (VA)

http://Juxi.net/projects/VisionAndAction/

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http://Juxi.net/projects

https://www.youtube.com/watch?v=w_qDH5tSe7g&list=PLOqMcGR_zUyH4IaYurBhB5D02TurBQOQW&index=2

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manipulation for improved perception

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http://roboticvision.org/

cameraslightfieldwork lead by Donald G. Dansereau

Deblurring3D scenes yield complex blur Generalized deconvolution for 6DOF motion

Page 14: The Australian Centre for Robotic Vision (ACRV)

http://roboticvision.org/

propertiesdetectingvisually[Dansereau, Singh, Leitner, ICRA2016]

http://Juxi.net/projects/squishy/

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http://roboticvision.org/

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http://roboticvision.org/

http://Juxi.net/projects/AmazonPickingChallenge/

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http://roboticvision.org/

http://Juxi.net/projects/AmazonPickingChallenge/

systemdesign

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http://Juxi.net/projects/AmazonPickingChallenge/

systemdesign

ObjectDetection

ObjectLocalisation

ObjectIdentification

Shelf Localisation

Moveto Bin

Grasp Selection

Grasp Execution

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systemdesign

ObjectDetection

ObjectLocalisation

ObjectIdentification

Shelf Localisation

perception

Kinect2 (once)

RealSense (every attempt)

KinectFusion

2D regions(CNN)

point cloud

segmentation

grasp point detection

http://Juxi.net/projects/AmazonPickingChallenge/

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http://roboticvision.org/

score

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http://roboticvision.org/

Page 22: The Australian Centre for Robotic Vision (ACRV)

ARC Centre of Excellence for Robotic Vision roboticvision.org

fruit picking

https://www.youtube.com/watch?v=8rq4iSTsg68

Page 23: The Australian Centre for Robotic Vision (ACRV)

tinyurl.com/QUTLunaRoo

LUNAROO: CREATING A HOPPING LUNAR SCIENCE PAYLOAD

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tinyurl.com/QUTLunaRoo STUDENT SUMMER PROJECT

ROB LEE, TIM HOJNIKSKP-1

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tinyurl.com/QUTLunaRoo STUDENT SUMMER PROJECT

ROB LEE, TIM HOJNIK

Robotic Vision Testbed

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tinyurl.com/QUTLunaRoo

Going Higher

SKP-2SKP-1A

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tinyurl.com/QUTLunaRoo TIM HOJNIK

Leaving Footprints

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[Zhang et al, ACRA 2015, IROS 2016]

understanding limita/ons of deep nets, reinforcement learning & transfer of knowledge

deep learning visual control

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http://roboticvision.org/

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http://roboticvision.org/

http://Juxi.net/special-issue/ijrr-deep-learning-2016/

IJRR Special Issue

R:SS WS(what) scep/cs?

deeper understanding

tool (how to use it?)

RV vs CV

data driven models

Page 31: The Australian Centre for Robotic Vision (ACRV)

for listeningthank you [email protected]

http://Juxi.net/projects

ICRA 2018 Brisbane, Australia

Page 32: The Australian Centre for Robotic Vision (ACRV)

for listeningthank [email protected] http://Juxi.net/projects