Does it say in the paper (or somewhere else) which headphone is what on Figure 6 ? I want a decoder for Figure 6.
The magnitude and minimum phase response of each headphone was measured using a G.R.A.S. 45 CA coupler equipped with our custom pinnae optimized to better simulate leakage on human ears [13]. The final measurements were based on average of 3 re-seats of the headphone. The measured magnitude response of each headphone was then simulated over a replicator headphone (AKG K712) chosen for its low distortion, relatively smooth and extended frequency response. The open-back design of the replicator headphone provided a natural leak thus ensuring a more consistent response at low frequencies across listeners. How the headphone fits and mechanically couples to the listeners’ head can influence its response below 200 Hz. The replicator headphone was modified using a stiff, curved piece of wire to increase clamping force, which preliminary testing showed would decrease variability of leakage.
They are all the AKG K712.
I realize I didn't answer which EQ profile matches which assigned number. But the actual listeners used that AKG model. So the preference tests depend on how accurate the measurements were of the original headphone models, and how accurately the AKG can replicate the actual sound of those headphones assuming the measurements and eq were accurate. Listeners hated the AKG K712 that tried to mimic the Meze, apparently, and a lot of people liked the AKG K712 when trying to mimic a Focal Utopia or Audeze LCD-4 (the two $4000 headphones). Nearly everyone seemed to like the AKG K712 that was EQd to mimic whatever $80 headphone--Sony MDR-7506, I guess. I wonder what's better, the AKG trying to sound like the Sony, or the actual Sony. lol
Here is the RTINGS review and measurements of the AKG K712 without an EQ disguise.
https://www.rtings.com/headphones/reviews/akg/k712-pro
Someone else said the Meze was near the bottom, so I had assumed that it's the $300 one that is second lowest rated. On second thought, I think the second lowest ranked FR is actually their "Low Anchor" EQ, and the dot is around $300 because it's using the price of the AKG K712, like they did with the "High Anchor" EQ applied to the same headphone. They expected the "Low Anchor" FR to be considered so dreadful that everyone would hate it and rank it at the very bottom. However, the very bottom FR is shown for a $700 one, so that must be the AudioQuest Night Owl lmao. So they were surprised to find that even their theoretically "worst imaginable" FR could be beaten by the FR of an actual and popular headphone haha!View attachment 34719
OK, I see the two $4000 headphones at the top of the plot -- ok so those are easy to figure out. I also see the Sony at $80 (bottom right)... What's the headphone at Preference Rating = 100 around $300 ? Also how did you figure that the Meze is least preferred?
Someone else said the Meze was near the bottom, so I had assumed that it's the $300 one that is second lowest rated. On second thought, I think the second lowest ranked FR is actually their "Low Anchor" EQ, and the dot is around $300 because it's using the price of the AKG K712, like they did with the "High Anchor" EQ applied to the same headphone. They expected the "Low Anchor" FR to be considered so dreadful that everyone would hate it and rank it at the very bottom. However, the very bottom FR is shown for a $700 one, so that must be the AudioQuest Night Owl lmao. So they were surprised to find that even their theoretically "worst imaginable" FR could be beaten by the FR of an actual and popular headphone haha!
I think the one with the 100 rating is EQd to match the Harman target itself, rather than trying to match the FR of any actual headphone model, but I could be wrong on that. The $300 shown for that 100-rated one is presumably because the AKG model is listed around $300 in that paper. But I'm pretty sure that's after EQ to be "flat" to the actual Harman target, rather than the out-of-the-box AKG K712 FR. In Appendix 2, it shows a "High Anchor" EQ that is their Target FR. I'm guessing that the AKG K712 without any EQ is the $300 headphone with the preference rating a bit over 60. There's one a bit beyond 90, but the dot is lower, so it's one priced a little below the AKG (HiFiMan or Philips maybe?). It appears that the Oppo PM-3 might be ranked the highest out of actual headphone frequency responses, since they list it as $400, and that's the only dot that seems to line up right to me. Perhaps someone has an actual list so we don't have to guess all of these lol. The Shure seems to be tied with the FR of the inexpensive Sony.
At any rate, it's just a bunch of frequency responses that are based on measurements of headphones, and then trying to replicate those various responses on a particular model that may or may not be capable of duplicating what people actually like about those headphones. Distortion specs will of course vary tremendously from the real headphones, in some cases the AKG may be less distorted, and more distorted in others. It's certainly useful for a manufacturer to test or confirm that their target responses are preferred, and to get a basic idea of people's reactions to frequency responses that approximate the products of their competitors. Naturally, it doesn't give the whole picture, but they can use the findings to focus their future tests. For example, seeing how much people like the FR of the Oppo PM-3, they can conduct more tests using the actual headphone, to get an idea if it's the FR itself that people respond well to, as in the case of the AKG masquerading with PM-3-style EQ, or if the actual Oppo headphone gets a further boost due to comfort, "soundstage" effect, distortion profile, or other factors not accounted for by the frequency response alone.
Meze 99 are the only $300 headphones with a 10 dB bass boost presented in the test. They are not the least preferred though, Audioquest managed to beat them in this metric.View attachment 34719
OK, I see the two $4000 headphones at the top of the plot -- ok so those are easy to figure out. I also see the Sony at $80 (bottom right)... What's the headphone at Preference Rating = 100 around $300 ? Also how did you figure that the Meze is least preferred?
They have conducted such tests before and have found that the magnitude response is the dominant factor in subjective sound quality evaluations.At any rate, it's just a bunch of frequency responses that are based on measurements of headphones, and then trying to replicate those various responses on a particular model that may or may not be capable of duplicating what people actually like about those headphones. Distortion specs will of course vary tremendously from the real headphones, in some cases the AKG may be less distorted, and more distorted in others. It's certainly useful for a manufacturer to test or confirm that their target responses are preferred, and to get a basic idea of people's reactions to frequency responses that approximate the products of their competitors. Naturally, it doesn't give the whole picture, but they can use the findings to focus their future tests. For example, seeing how much people like the FR of the Oppo PM-3, they can conduct more tests using the actual headphone, to get an idea if it's the FR itself that people respond well to, as in the case of the AKG masquerading with PM-3-style EQ, or if the actual Oppo headphone gets a further boost due to comfort, "soundstage" effect, distortion profile, or other factors not accounted for by the frequency response alone.
What really does not make sense here is calling the listening tests "purely theoretical".It doesn't make sense to plot the purely theoretical models on this price/preference plot...
I was hoping this paper would help me decide what next headphone to get -- I have an HD650 and a Beyer DT770-250..... which HP should I get next and I only want to spend ~$300 (this was mentioned in the paper as the price breakpoint when you start to get diminishing returns.... )
What's the isolation like on these? I'm looking for some closed backs to compliment my AKG K712Pro's and these look like they'll fit the bill.
What really does not make sense here is calling the listening tests "purely theoretical".
If you are looking for better sound quality, you can try equalizing one of your current headphones to the Harman target.
So the Sony MDR-7506 is the second cheapest and has the overall best sound. Everyone can stop looking now
So the Sony MDR-7506 is the second cheapest and has the overall best sound. Everyone can stop looking now