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Click-20211121-12:52:00

there will be a lot of holes in this fresco. these are three—dimensional pieces which are flat on one side. on the flat side, there is usually some decoration, some colour, and there is a kind of a three—dimensional structure, and these pieces do not match exactly, so it's a very difficult and challenging problem. the puzzle has remained unsolved for decades, and now, a team led by ca' foscari university of venice, will create a robotic system to analyse and eventually piece together the frescoes. called repair, or reconstructing the past: artificial intelligence and robotics meet cultural heritage, it's the first time machine learning and artificial intelligence techniques will be used to take on a project of this scale. the robot is scanning a piece of fresco using polarised lenses and so, at the end of the process, the piece will be scanned in 3d.

Lot , Kind , Side , Fresco , Pieces , Decoration , Colour , Holes , Three , One , Problem , Puzzle

Click-20211121-12:54:00

there is going to be a kind of human in the loop process. so imagine what happens — the system will propose a guess and then some expert will look at the proposal and might say, "look, this area is wrong" so it can provide negative feedback. if this works, i think it will have a huge potential in future projects, both in pompeii and elsewhere, for not only wall paintings but also pottery fragments, which is the majority of finds during most excavations. and there is a huge potential in reconstructing and, yeah, analysing these finds. the final piece of the puzzle is a robot that will be built to be able to handle and reconstruct the frescoes using soft hands. the robot will pick up with its hands all the fragments, grasping every single pieces,

Kind , System , Area , Human-in-the-loop-process , Expert , Proposal , Guess , Elsewhere , Potential , Wall-paintings , Works , Projects

Click - Short Edition-20211121-19:40:00

to analyse and eventually piece together the frescoes. called repair, or reconstructing the past: artificial intelligence and robotics meet cultural heritage, it's the first time machine learning and artificial intelligence techniques will be used to take on a project of this scale. the robot is scanning a piece of fresco using polarised lenses and so, at the end of the process, the piece will be scanned in 3d. with the same infrastructure and the same type of technology, we can also scan the same piece using hyperspectral sensors that are able to collect information that the human eyes cannot see. this information includes the residual colours of pigments used by the romans which cannot be seen with the naked eye. what we can see here is basically, the light coming from our object at different wavelengths.

Frescoes , Artificial-intelligence-and-robotics-meet-cultural-heritage , Reconstructing , Techniques , Artificial-intelligence , Time-machine-learning , Repair , Robot , Fresco , Piece , Project , Polarised-lenses

Click - Short Edition-20211121-19:41:00

we can select the wavelength that we want to look at, and this amount gave us initial information of our material of oursample. different points on the objects can be selected to examine closely, with information given about similarities and differences between pixels in the image. once all of the information is collected, an algorithm will suggest how it thinks the pieces fit together and what's missing, and run it past a human expert. if this works, i think it will have a huge potential in future projects, both in pompeii and elsewhere, for not only wall paintings but also pottery fragments, which is the majority of finds during most excavations. and there is a huge potential in reconstructing and, yeah, analysing these finds.

Information , Points , Objects , Material , Amount , Wavelength , Oursample , Pieces , All , Algorithm , Image , Similarities

The Papers-20211121-22:57:00

reconstructing and analysing these fines~ _ reconstructing and analysing these fines. . , . ., , fines. the final piece of the puzzle is a robot that _ fines. the final piece of the puzzle is a robot that will _ fines. the final piece of the puzzle is a robot that will be _ fines. the final piece of the puzzle is a robot that will be built - fines. the final piece of the puzzle is a robot that will be built to be i is a robot that will be built to be able to handle and reconstruct the frescoes using soft hands. the robot will ick u- frescoes using soft hands. the robot will pick up with _ frescoes using soft hands. the robot will pick up with his _ frescoes using soft hands. the robot will pick up with his hands _ frescoes using soft hands. the robot will pick up with his hands all - frescoes using soft hands. the robot will pick up with his hands all the - will pick up with his hands all the fragments, grasping every single piece. i think this kind of robotic colleague is like maybe the internet before 19 years. now it is new. i hope it will be very usual and common for us in the future to have this kind of help. haifa common for us in the future to have this kind of help.— this kind of help. how interesting was that? that _ this kind of help. how interesting was that? that was _ this kind of help. how interesting was that? that was jen _ this kind of help. how interesting was that? that was jen in - this kind of help. how interesting i was that? that was jen in pompeii. was that? that wasjen in pompeii. that is it for the short cut of click this week. the full version is waiting for you on iplayer. you can kee u- waiting for you on iplayer. you can keep up with _ waiting for you on iplayer. you can keep up with the _ waiting for you on iplayer. you can keep up with the team _ waiting for you on iplayer. you can keep up with the team on - waiting for you on iplayer. you can keep up with the team on social i keep up with the team on social media throughout the week. find us on youtube, instagram, facebook and twitter. . ., on youtube, instagram, facebook and twitter. ., ~ , ., ., on youtube, instagram, facebook and twitter. ., ~ ., ., . twitter. thank you for watching, we will see you — twitter. thank you for watching, we will see you soon. _ twitter. thank you for watching, we

Puzzle , Robot , Robot-will-ick , Piece , Fines , Hands , Reconstructing , Kind , Fragments , Internet , Colleague , 19

Click - Short Edition-20211120-03:44:00

can be selected to examine closely, with information given about similarities and differences between pixels in the image. once all of the information is collected, an algorithm will suggest how it thinks the pieces fit together and what's missing, and run it past a human expert. if this works, i think it will have a huge potential in future projects, both in pompeii and elsewhere, for not only wall paintings but also pottery fragments, which is the majority of finds during most excavations. and there is a huge potential in reconstructing and, yeah, analysing these finds. the final piece of the puzzle is a robot that will be built to be able to handle and reconstruct the frescoes using soft hands. the robot will pick up with its hands all the fragments, grasping every single pieces, and i think this kind of robotic colleague is like —

Pieces , Information , All , Algorithm , Image , Similarities , Differences , Pixels , Potential , Wall-paintings , Pompeii , Human-expert

Click - Short Edition-20211120-03:42:00

that never studied before. the fragments come in all sorts of sizes, from tiny bits of rubble to big pieces. so no—one knows exactly how these frescoes look like. there are lots of missing pieces. it's not like an ordinary puzzle. there will be a lot of holes in this fresco. these are three—dimensional pieces which are flat on one side. 0n the flat side, there is usually some decoration, some colour, and there is a kind of a three—dimensional structure, and these pieces do not match exactly, so it's a very difficult and challenging problem. the puzzle has remained unsolved for decades, and now, a team led by ca' foscari university of venice, will create a robotic system to analyse and eventually piece together the frescoes. called repair, or reconstructing the past: artificial intelligence and robotics meet cultural heritage, it's the first time machine learning and artificial intelligence techniques will be

Pieces , Fragments , Sorts , Frescoes , Sizes , Bits , Rubble , Lots , One , Lot , Side , Fresco

Breakfast-20211120-06:57:00

foscari university of venice, will create a robotic system to analyse and eventually piece together the frescoes. called repair, or reconstructing the past: artificial intelligence and robotics meet cultural heritage, it's the first time machine learning and artificial intelligence techniques will be used to take on a project of this scale. the robot is scanning a piece of fresco using polarised lenses and so, at the end of the process, the piece will be scanned in 3d. with the same infrastructure and the same type of technology, we can also scan the same piece using hyperspectral sensors that are able to collect information that the human eyes cannot see. this information includes the residual colours of pigments used by the romans which cannot be seen with the naked eye. what we can see here is basically, the light coming from our object at different wavelengths. we can select the wavelength that we want to look at,

Frescoes , Reconstructing , System , Repair , Artificial-intelligence-and-robotics-meet-cultural-heritage , Piece , Robot , Fresco , Artificial-intelligence , Techniques , Project , The-end

Breakfast-20211120-06:58:00

and this amount gave us initial information of our material of our sample. different points on the objects can be selected to examine closely, with information given about similarities and differences between pixels in the image. once all of the information is collected, an algorithm will suggest how it thinks the pieces fit together and what's missing, and run it past a human expert. if this works, i think it will have a huge potential in future projects, both in pompeii and elsewhere, for not only wall paintings but also pottery fragments, which is the majority of finds during most excavations. and there is a huge potential in reconstructing and,

Amount , Information , Material , Sample , All , Points , Differences , Image , Algorithm , Objects , Similarities , Pixels

The Papers-20211120-22:56:00

is collected, an algorithm will suggest how it thinks the pieces fit together and what�s missing, and run it past a human expert. if this works, i think it will have a huge potential in future projects, both in pompeii and elsewhere, for not only wall paintings but also pottery fragments, which is the majority of finds during most excavations. and there is a huge potential in reconstructing and, yeah, analysing these finds. the final piece of the puzzle is a robot that will be built to be able to handle and reconstruct the frescoes using soft hands. the robot will pick up with its hands all the fragments, grasping every single pieces, and i think this kind of robotic colleague is like — maybe internet before 19 years. yes! now it�s new and i hope it

Pieces , Potential , Elsewhere , Algorithm , Human-expert , Projects , S-missing , Works , Pompeii , Majority , Reconstructing , Finds