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Feasibility Of Computer Grading

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jaxenro's Avatar
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 Posted 01/13/2019  07:01 am  Show Profile   Bookmark this reply Add jaxenro to your friends list Get a Link to this Reply
Digital fingerprinting sounds good especially for upper level priced coins

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paralyse's Avatar
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 Posted 01/13/2019  5:59 pm  Show Profile   Bookmark this reply Add paralyse to your friends list Get a Link to this Reply
I had a similar suggestion about using "nanodots" (Google it) awhile back, but since it would (technically, but invisibly) alter the coin's surface, my idea didn't meet with a very warm reception, which I thought was somewhat odd since the "alteration" would be invisible to the human eye and equally invisible to most consumer-grade microscopes. If someone could come up with a workable implementation on this idea, you could uniquely tag each coin with an atomic "serial number." Hmm, maybe I should file a patent :P
Member ANA - EAC - TNA - SSDC - CCT #890

"Most of the things worth doing in the world had been declared impossible before they were done." -- Louis D. Brandeis
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jaxenro's Avatar
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jbuck's Avatar
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 Posted 01/14/2019  11:19 am  Show Profile   Bookmark this reply Add jbuck to your friends list Get a Link to this Reply

Quote:
I had a similar suggestion about using "nanodots" (Google it) awhile back...
No need to add something artificial if digital fingerprinting does the basically the same thing by cataloging "markers" already on the coin.
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Bump111's Avatar
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 Posted 01/14/2019  2:08 pm  Show Profile   Bookmark this reply Add Bump111 to your friends list Get a Link to this Reply
I personally feel that computerized technical coin grading is very possible using something akin to facial recognition algorithms. It would all be about how well the system is populated. Since FR depends on a large data set, you'd be starting out with existing human grades and normalized results.

Again, the eye appeal portion of the equation will be problematic. So, we could possibly see two grades assigned - one for strike / wear / etc. and one for eye appeal. The "T" grade and the "A" grade. The technical grade would be unassailable while the appeal grade is always subjective.

Interesting to ponder...
"Nummi rari mira sunt, si sumptus ferre potes." - Christophorus filius Scotiae
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jbuck's Avatar
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 Posted 01/14/2019  5:10 pm  Show Profile   Bookmark this reply Add jbuck to your friends list Get a Link to this Reply

Quote:
So, we could possibly see two grades assigned - one for strike / wear / etc. and one for eye appeal. The "T" grade and the "A" grade. The technical grade would be unassailable while the appeal grade is always subjective.
Interesting indeed.
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basebal21's Avatar
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 Posted 01/14/2019  5:55 pm  Show Profile   Bookmark this reply Add basebal21 to your friends list Get a Link to this Reply
The thing that a lot of people are forgetting is that "pure technical" is subject. Computer grading would be subjective even with "pure technical" grading. So what would be the point?

Or to take it a step further, ALL coding has glitches and holes that can be exploited. So what happens when thats figured out and doctored coins are getting huge boosts for exploiting it? Multi billion dollar tech companies literally pay people to try and find glitches in their coding. They would without a doubt be there.

Computers and AI can be a useful assistant to a grader, they have no business being the grader.
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jaxenro's Avatar
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 Posted 01/14/2019  6:15 pm  Show Profile   Bookmark this reply Add jaxenro to your friends list Get a Link to this Reply
So the consensus seems to be digital mapping is useful for theft identification but at present, and probably for the foreseeable future, digital computer grading is neither feasible, cost effective, or even all that desirable. Makes sense to me.

I agree I would prefer to have a coin digitally mapped for theft identification than having a identifying number engraved on it I only posted it to show what is being done with diamonds because it was raised.
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Earle42's Avatar
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 Posted 01/14/2019  7:47 pm  Show Profile   Bookmark this reply Add Earle42 to your friends list Get a Link to this Reply
I not only know its possible having been implemented over 20 years ago, but think it could now be an app on the app store.

With one exception - eye appeal. A machine cannot tell beauty. So beauty and eye appeal would be left up to the buyer and not a part of the grade - just like it is today. An ugly MS64 slabbed coin has more problem being sold than a pretty one.

A grade could be made for the coin based just upon wear/marks etc. The grade would be a lot more consistent and accurate than modern humans can produce ("The best graders only get it right* 80% of the time - former PCGS president Ron Guth). The link above (form the 90s) even says it was 90% accurate. Imagine today's machines capabilities compared to those of 20 years ago.

Eye appeal would be left up to the buyer and seller - like it is now. Are we talking about GRADING or about assigning a value? An ugly MS65 does not sell as easily as an MS65 with eye appeal.

Feasibility with modern technology:
The new iphone instantaneously and automatically takes in 30,000 data points with an infrared sensor to ID its owner and power on. There is no worry about proper lighting since its infra-red. Those 30,000 data points which can ID the owner even if they are wearing glasses, a new mustache etc, certainly could qualify the data it collected off of a coin.

As to mistakes in the programming - and this is from someone who used to teach programming - there are innumerable programs in use around us in the world that have to have flawless accuracy beyond what would be needed or assigning a grade to a coin.

The developing stages for an app. would include testing and retesting by letting the iphone "see" the same coin over and over from different angles, just like it does its owners face, and working with it until it assigned the same grade each time - just like it can ID its owner and not be fooled by a photogragh.


The algorithms for the actual grading could be made public so as to allow people to understand how a certain grade is applied. The main problem would be the initial deciding (which PCGS already did according to the above article from the 90s) of how the algorithms would handle the data it collected and what percentages of wear/damage would correspond to what assigned number grade.


Why do it?
1. B/c it gets rid of human error and makes for an actual, scientifically sound, verifiable grade.
When the mint needs a certain purity of gold for making its bullion coins, does it rely upon opinions of people who are trained to look at the metal (and get it right 80& of the time if they are good), or is it scientifically tested?

2. Contradicting data from the same TPG would be eliminated. Look at the following thread and realize threads like this (or similar) are surely not hard to find:
http://goccf.com/t/322364

3. The coin is re-instated as the object of the coin collecting hobby. No more cracking out and resubmitting to try for a higher grade. The PCGS guarantee mentions resubmissions for numerous reasons. If the same grade is assigned over and over no matter which iphone the coin is put under, and the grade is scientifically verifiable (even make the program give a detailed output of its findings), then there is no way people would be gambling their money again. Again, the system would make the coin what is being considered and not the label.


5. People of today are much more likely trust a computer grading system today than people of the 90s:
Backk in the 90s computers certainly were not in every home, and there was still a large mindset in the populace that hesitated to trust computers (the upcoming "neveer-waste-opportunity-for-a-crisis" Y2K scare did little to help this). But nowadays almost everyone carries a computer in their pocket that makes the Windows '95and '98 machines of yesteryear seem like a, abacus. Trust in a new computer grading system likely would not be any harder than offering it for a 1.00 on the app. store. Once a person tested it and saw it would give the same grade no matter what, they likely would equae it with the phones ability to ID them and automatically turn on and no questions would be asked.

What is slowing this down from becoming reality?
1. Its a horrible business move for grading companies to move towards. There are only so many coins out there and so many grades to be given. If a grade is made rock solid and verifiable, then the subjectivity is gone. Once graded, always graded...period. No repeats. No money for re submissions trying to get a highger grade. No crossovers. And the TPGs also lose their perceived status as the coin experts siknce its now a machine doing the job (and doing it with more accuracy).


2. There is a legitimate section of the hobby out there that enjoys the slabbing system as it is. Hobbies are about fun. Think Beanie Babies - would anyone who took the time to think about it actually believe a mass produced piece of cloth stuffed with plastic pellets retain its multi-thousand dollar value through the ages? Fun was the key to the fad. And some people had a blast!

3. People have, on faith, put an awful lot of money into slabs over the years. Subjectivity is something that, once money has been invested, makes for people who will fight tooth and nail to make sure they keep their investment (can you blame them?). To them it does not matter if the new system (in this case old, but upgraded) is more reliable, logical, and verifiable.



Being someone who always enjoyed tech and wanting verifiable data, I would love to see someone home brew an app. I have no doubt a legit app could be made with today's in-pocket tech. Most certainly it could be revived with incredibly much better accuracy on a big business scale.

-*Mr. Guth said these best graders get it "right" 80& of the time. However, what a lot of people miss is the definition of the word "right" in that context. He would have been more accurate saying the best graders are able to ascertain what the final grade assigned by PCGS standards will be 80% of the time. I am sure ANACS, NGC, etc. would all say that their own companies get the grade "right" though all use separate systems and standards.



How much squash could a Sasquatch squash if a Sasquatch would squash squash?
Download and read: Grading the graders
Costly TPG ineptitude and No FG Kennedy halves
https://ln5.sync.com/dl/7ca91bdd0/w...i3b-rbj9fir2
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basebal21's Avatar
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 Posted 01/14/2019  8:04 pm  Show Profile   Bookmark this reply Add basebal21 to your friends list Get a Link to this Reply
There's a lot to learn about grading and I get that is hard for some people and they wish they could just count marks or something super simple. That is not how coins are graded, never has been probably never will be.

It is frustrating when people who want it simplified because they struggle with grading or don't understand it mislead new people but I'll just respond with this and leave it at that.

Grading is far more complicated than some of these long winded responses make it out to be.

Come to your own conclusions, I've fought this fight for to long and don't have the energy anymore


Quote:
A grade could be made for the coin based just upon wear/marks etc.


At the subjectivity of the programmer or more specifically the program guessing what should matter as it is impossible to program everything in grading into code. You could spend a 10s of millions taking time trying to code every mark with depth/location/severity/age/source/whether it was a plancet issue or post mint/die issues ect and still not be that right.

Counting marks is how amateurs grade.


Quote:
there are innumerable programs in use around us in the world that have to have flawless accuracy beyond what would be needed or assigning a grade to a coin.


Nope, Google and Apple who combined are worth over a trillion dollars still have programing errors. How much money do you actually think could be spent? Trillion dollar companies pay people for glitches they find and they are purely tech companies so....


Quote:
B/c it gets rid of human error and makes for an actual, scientifically sound, verifiable grade.


Completely false. It makes for coding subjectivity and errors nothing more.

Technically grading IS subjective. Anyone who doesn't realize that needs to learn a lot more about grading. Some old school people will deny it to defend their careers and what they did before, but there is no way around it. How much a mark matters, where the mark is, what caused it, damage ect all SUBJECTIVE analysis of it.
Edited by basebal21
01/14/2019 8:11 pm
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llewellin's Avatar
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 Posted 01/14/2019  8:54 pm  Show Profile   Bookmark this reply Add llewellin to your friends list Get a Link to this Reply
Grading is not that complicated, as evidenced by the fact that pretty much anyone can learn how to grade a given coin series quite easily.


Quote:
At the subjectivity of the programmer or more specifically the program guessing what should matter as it is impossible to program everything in grading into code. You could spend a 10s of millions taking time trying to code every mark with depth/location/severity/age/source/whether it was a plancet issue or post mint/die issues ect and still not be that right.


With all due respect, it is clear you do not understand how these programs would work. Computer learning algorithms take thousands/millions of example images to train a neural network that can be many layers deep, encompassing any degree of image complexity. In my own experience using these for a different classification application, it is now easy to get the learning algorithm to do as good as a human, with perfect reproducibility.

Earle42 brings up some great points and it makes sense that it is not in the grading companies' interests to pursue this technology too much. The iPhone technology mentioned wouldn't be great for coins since it uses IR which relies on heat signature and has very poor resolution but the same kind of image recognition could be easily to photos take of the coin, provided it is in proper focus. Fact is, this could very easily be an app, if it is not already.
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basebal21's Avatar
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 Posted 01/14/2019  9:01 pm  Show Profile   Bookmark this reply Add basebal21 to your friends list Get a Link to this Reply

Quote:
.Grading is not that complicated, as evidenced by the fact that pretty much anyone can learn how to grade a given coin series quite easily.


Sorry but if you believe anyone can learn to grade a series quite easily there's much to learn about grading.
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NDBirdman's Avatar
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 Posted 01/14/2019  9:32 pm  Show Profile   Bookmark this reply Add NDBirdman to your friends list Get a Link to this Reply

Quote:
Sorry but if you believe anyone can learn to grade a series quite easily there's much to learn about grading.


Not everyone can get a grasp on grading as I am quickly proving to this group and myself. I for one have soooooo much to learn and I've only done Morgans. Anything besides determining if it's EF AU MS class, I'm toast. Even with all the help from ya'll, which I am grateful for, I am still having a hard time determining if a coin has been cleaned or not. LOL, when I got into this I had NO idea it was so difficult to just collect/enjoy a set. As to an app to determine a grade, just one to get me in the ballpark and tell if it's cleaned or not would be awesome. But, in a previous life, I was a programmer and electronics tech (sux to develop mental limitations as I got older). My son still is a good programmer. Anywayz, with all the different aspects/variables of each individual coin, I don't see how it could be done. Hope I'm wrong, I would buy the app.
Edited by NDBirdman
01/14/2019 9:33 pm
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ZenFE99's Avatar
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 Posted 01/15/2019  1:41 pm  Show Profile   Bookmark this reply Add ZenFE99 to your friends list Get a Link to this Reply
I write software for a living, industrial automation, with a lot of machine vision. Literally taking a break from yelling at a camera system to write this...
Could it be done - yes.
Would it be perfect - no.
The end :)
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