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by Roger N. Clark
This review includes an analysis of noise, dynamic range, and full well capacity of a Canon 7D Mark II camera. The Canon 7D Mark II is the latest in the Canon (APS-C) 1.6-crop DSLR lineup. The performance is so exceptional it is a game changing camera in the Canon lineup.
Contents
Introduction
Results: Canon 7D Mark II sensor analysis
Sensitivity
Fixed Pattern (Banding) Noise
Dark Current and Thermal Noise
Autofocus Tracking Setup
Some Negatives
Conclusions
Final Comments
Appendix 1 Table A1: ISO 100 Sensor Data and Analysis
References/ Notes
Disclosure
Introduction
In this review (November 2014) I will demonstrate that sensor performance of the Canon 7D Mark II is outstanding both in lab tests as well as in the field under tough conditions. This camera is a stellar performer in low light situations, especially in the lowest light situations commonly found in astrophotography (example in Figure 1). A major improvement for long exposures is that the 7D Mark II camera has thermal dark current approximately 10 times lower than the nearest Canon camera I have measured as of this writing. This makes the 7DII a game changing camera for night photography especially when one needs the reach that small pixels provide. The camera also has a new low price point for an action camera, with an impressive autofocus system previously found only on higher priced cameras. This too makes the camera a game changer as it enables more people to get into action photography and produce pro-level images (of course with proper experience).
To better understand the technical details of this review, please see:
The early review of this camera was made possible by
Hunt's Photo and Video.
Hunts has always come through for me when I needed hard to get photo gear, such
as the 7D Mark II when it first came out. Purchase the
7D Mark II from Hunts here
(note I am not an affiliate of Hunts, but they are a great company).
Click here to go to B&H Photo and Purchase the Canon EOS 7D Mark II DSLR Camera.
The new autofocus system in the 7D Mark II is of pro quality and places this camera in a
new class along side sports pro cameras. I have tested the autofocus
system in several environments including birds in flight (Figure 2a, 2b).
The 7D Mark II is a lighter replacement for my Canon 1D Mark
IV for wildlife action photography. This will now be my camera
of choice for African safaris, birds in flight, and other action photography.
The advantage is be the much lighter camera and batteries as well as the
lighter and smaller battery charger.
In February 2015 I took the 7D Mark II on safari to Tanzania. I obtained about
12,000 images with the camera. Performance in action on all kinds of subjects
have proven quite impressive. I obtained more superbly sharp images than
on previous trips with a Canon 1D Mark IV. In general, the limits were my ability
to get focus points on fast moving subjects. If I could achieve that, the camera
performed very well. See the
Canon 7D Mark II photo gallery.
I'll be adding more images from my trip and all future images I put on my
website with this camera will appear here, as well as in topical galleries.
The pattern (banding) noise of the 7D Mark II sets new lows for Canon
(that is good), lower than the Canon 6D, which is now second best in
this regard. With low read noise, the 7D Mark II camera is superb for
low light work.
There is much confusion on the internet about this camera. Most who criticize noise
fail to understand EXPOSURE ON THE SUBJECT. Read more about this issue here:
Exposure and Digital Cameras: Understanding Exposure.
Also, many comparisons on the internet fail to equalize the Etendue between cameras.
That changes the light delivered to the camera and thus the noise. Understanding
Etendue allows one to get the desired image quality with various lenses and
sensors with all the different pixel and sensor sizes available today.
For example, given the lenses, one can produce the same image quality from a
large pixel 1DX camera as with the 7D2, and using the same exposure time.
Read more about Etendue in the understanding exposure article (above, and at:
Telephoto + Camera System Performance (A Omega Product, or Etendue).
The 7D mark II has very small pixels for a DSLR. To get all the detail in
an image that the sensor is capable of delivering, you need very sharp lenses.
Most zoom lenses, especially consumer zoom lenses will result in soft images
from this sensor as the lenses can't deliver the image quality. Also, one
needs to use excellent technique to take advantage of this sensor.
Remember, it is the lens plus the exposure time that delivers the light and the detail
to the sensor. The sensor just collects the light delivered by the lens and exposure time.
Deliver the light to the 7D2 and it will record stunning images.
The lowest possible noise from a
system detecting light is the noise due to Poisson statistics
from the random rate of the arrival of photons. This is called
photon statistics, or photon noise. Noise from the electronics
will add to the photon noise.
Noise in Canon 7D Mark II images are limited by photon statistics at high
signal levels and by electronic noise from reading the sensor
(called readout noise) and noise from the downstream electronics at very low signal levels.
In the case of high signal levels, a system that is photon statistics
limited enables us to directly measure how many photons
the sensor captures, and by increasing the exposure, we can
determine how many photons are required to saturate the
sensor. This is called the full well capacity, or simply, maximum signal capacity.
With data on the lowest noise to the highest signal, we can then
determine the dynamic range of the sensor and predict image quality for many
situations.
Results: Canon 7D Mark II sensor analysis
Sensitivity
The internet is abuzz over how much more sensitive the 7D2 camera is over the original 7D.
One can't really determine this without calibrated sources. To answer this question,
I built a custom artificial star field with a large range in "star" brightnesses.
I measured the number of photons received by each camera for stars in a given exposure.
I used the same lenses on both the7D Mark I and 7D Mark II. I find the 7D Mark II
records 14% (0.2 stop) more light than the 7D Mark I.
The reports on the internet are all over the place on more sensitive/better noise or not.
The new 7D pushes the noise floor down significantly and raises the sensitivity
by 0.2 stop. Depending on your ISO settings, you see varying amounts of improvement
over the 7D Mark I, but there is improvement at all ISO's. Learn to expose correctly
with the right lenses and this camera can give excellent results.
Fixed Pattern (Banding) Noise
Table 2 shows the noise as a function of ISO in image form. The images
illustrate several things: 1) lower banding noise at higher ISOs. 2)
Better detection of smaller signals at higher ISOs (the random noise
on the subject decreases). 3) At a certain high ISO, improvements decrease, meaning
there is no benefit to higher ISO. Note, ISO is a post sensor gain
and does not increase sensitivity. Increasing ISO digitizes a smaller
range (see Table 1) but does improve the noise floor up to a point.
For night and low light photography, ISO 1600 produces excellent results
and there should be little need for going to higher ISOs (which have a detrimental effect of
lower dynamic range). Only go to higher ISOs when dynamic range of the scene is low
and you need to detect the very faintest subjects.
The 7D Mark II camera has the LOWEST fixed pattern noise at all ISOs than
any other Canon camera that I have tested to date, including the Canon 1DX and 6D
(as of November, 2014).
The images presented in tables 2a, and 2b show consistent random patterns. That indicates that
the raw data are clean and no significant filtering is being applied before the
raw data are written.
Dark Current and Thermal Noise
On long exposures, electrons collect in the sensor due to thermal
processes. This is called the thermal dark current. As with photon noise,
the noise from thermal dark current is the square root of the
signal. One can subtract the dark current level, but not the noise
from the dark current. Many modern digital cameras have on sensor
dark current suppression, but this does not suppress the noise
from the dark current. It does, however, prevent uneven
zero levels that plagues cameras before the innovation (Canon
cameras before circa 2008). Examples of this problem are seen
at:
Long-Exposure Comparisons.
The dark current versus temperature for the Canon 7D Mark II is shown in Figure 3 and in Table 3.
The uniformity of the 7D Mark II long exposure dark frames, Tables 4a, 4b, 4c
is outstanding.
The 7D Mark II results are compared to other cameras in Figure 3, where it is seen
that the 7D Mark II dark current is about a factor of 10 lower that other cameras.
That low dark current makes the 7D Mark II a game changer for long exposure
low light photography.
There is no noticeable banding (Tables 4a, 4b, 4c), enabling multiple
frames to be averaged, or very long exposures to be made without
annoying pattern noise. Thermal noise ultimately limits the weakest
signals that can be detected. Thermal dark current is very
temperature dependent, so only compare these values to other sensors made
at the same temperature.
The dark current in the 7D Mark II
doubles about every 4.8 degrees C on average. Note too that the
lower the temperature, the fewer hot pixels show in the image.
This makes long exposure night imaging more difficult in hot environments in general,
but the 7D Mark II is the best in the Canon lineup.
For example, the 7D Mark II in the 23 C range has dark current similar
to other cameras, like the 7D Mark 1) working at 3 C.
Illustration of how much effect thermal dark current can have on long
exposure low light imaging is shown in Figure 4. The sky brightness was similar
for the two sessions to image the Pleiades star cluster. But the image made
by the 7D Mark II went much deeper with low apparent noise in faint nebulosity, whereas
the 7D1 image shows a lot of apparent noise in parts of the nebula that are brighter
and smoother with more detail in the 7D2 image. The 26 versus 25 minute exposure is only
a 4% difference in exposure time, so not a factor.
See comparisons of dark frames from many cameras at:
Digital Cameras and Long Exposure Times:
Noise and Dark Current Comparisons ../long-exposure-comparisons/
Autofocus Tracking Setup
The 7D Mark II has a bewildering array of settings for tracking action.
Here is how I have set up my 7D Mark II camera. I do not claim these
are the only or best settings, only that based on my previous experience
photographing a lot of action, including African wildlife, Alaskan brown
bears and small fast birds at close range with a variety of cameras,
these settings are what I believe will produce good results and are working
well for me in my testing of the 7D Mark II so far.
Use Case 2:
Some like tracking sensitivity set to -1 (slow), which is fine for big
fast birds, but with my style and on small fast birds, I find tracking
sensitivity to mid or fast works better (I have lots of experience with
this on a 1D Mark IV).
Acceleration. If you only do birds in flight flying by you, this
is probably is not relevant. If you photograph birds taking off or
landing in the direction of the camera, then having acceleration at 1
or 2 is best. For small erratically flying birds, acceleration at
1 or 2 is probably best.
AF point switching is not relevant if you use only one AF point.
But if a large AF group, then see what the camera can do and set it to
1 or 2. It should work well with a bird against a blue sky. Canon also
shows/implies this will work with a bird flying against trees.
Some Negatives
Problem. The exposure scale on the right side in manual mode is very hard to see
in bright sunlight. The display is just not bright enough and I needed
to keep my eye in a very specific position to see the scale at all. This
is a real problem in the heat of action. It is also a larger problem if
wearing sunglasses. I find this unacceptable and Canon needs to address
the issue and if they can't fix it, add an option to keep the scale on
the bottom in all modes. This was written Nov. 7, 2014. It is still a
problem in November 2015. I have made over 13,000 images with the 7D2 now, and
it is a pain to confirm exposure with this scale, taking time away from
concentrating on the action. No Solution.
Problem. The second problem that is a problem for me is the location of the
magnify scale (SOLUTION BELOW). On all other Canon cameras that I have used/remember,
the magnify button can be enabled by one's right hand. The 7D2
has the button on the left, so if I am reviewing images and I want to
check focus, I need to use two hands or in a cumbersome
move, take my right hand off the camera and move it over to push the
button on the left side of the camera. This is a problem in (at least)
two situations: hand holding a large telephoto when doing action
photography (I need my left hand to hold the lens). 2) Night
photography when cold and wearing gloves it is hard to feel the button
with gloves on, and taking both gloves off when is it cold just to
check exposures is certainly not ideal. The 6D has a much better
design for reviewing images with one hand (and actually with just one thumb).
Solution.several people emailed me when I first posted the review,
and noted the solution: program the "set" button in the center of the wheel
to display and magnify the image. A second press of the button sets the view to
the full image. Moving the wheel by the shutter button changes the magnification.
I used this on my February 2015 African safari and it works like a charm.
Minor Problem. On a cold night of astrophotography (temperatures a little below
freezing) where the camera is continually making exposures, I ran
through two batteries per night. With the larger batteries of my 1D Mark IV,
one battery would last all night. But 2 batteries for the 7D Mark II
still weight less than one 1DIV battery. Just be prepared and carry
multiple batteries. On Safari, where I made about 12,000 images in
16 days with the 7D2, I constantly needed to change batteries, at least once a day.
I carried 4 batteries, so it was not a problem, but I had to be sure
I had at least 2 fully charged spare batteries each day.
Conclusions
The data shown here for the Canon 7D Mark II indicate that the camera
is operating at near perfect levels for the sensor with lower apparent
read noise and impressively low pattern noise compared to all other
current Canon cameras tested and better than that in the 7D Mark I.
This means that for high signals, noise is dominated by photon statistics.
Sensitivity is improved 14% over the 7D Mark 1, and the sensitivity per
square micron is the highest that I have measured for any Canon camera
to date.
The approximately 10x lower thermal dark current is a game changing
factor, making this camera the top Canon camera for long exposure low light
photography that I have tested. The superb autofocus system, comparable to Canon
1D series pro cameras with 65 autofocus points is another game changing
innovation, as the camera is at a price point that is affordable to more
people. The 7D Mark II was my action camera of choice for my February 2015
Tanzanian safari where I obtained about 12,000 images with the 7D2. See my
Africa 2015 Image Gallery for examples.
Between improving sensitivity and pushing the noise floor lower, the 7D Mark II
provides better dynamic range, better apparent noise, and ability to lift
shadow detail much better than its predecessor.
Another factor for astrophotographers is the sensitivity to red
hydrogen-alpha light. The image of the Horsehead nebula above
illustrates quite respectable hydrogen alpha sensitivity. The hydrogen
alpha signal stood out in single 1-minute frames much better than
images made with the 7D Mark 1 that were obtained under darker skies.
Astrophotographers may not feel a need to have this camera modified
to improve the hydrogen-alpha response. This could be another game
changer. Personally, I prefer unmodified cameras with standard RGB
response as the colors better distinguish between processes recorded in
the night sky. For example, the Horsehead nebula shows as pink in the 7D
Mark II image while the surrounding nebulosity is more reddish-orange.
The reddish orange color indicates the source is mainly due to dust as
opposed to emission by gaseous hydrogen. Modified DSLRs show both these
as very red and it is difficult to separate the processes. The 7D Mark
II appears to provide a nice balance between red hydrogen-alpha response
while still maintaining good color balance. This, in my opinion, makes
night sky photos more colorful and interesting.
The small pixel size of the 7D2 actually helps record fainter stars,
contrary to prevailing views of larger pixels are more sensitive. A star
image is a point source plus sky background. A smaller pixel sees a
smaller area of sky so the sky background contributes less signal to
the star image, providing better contrast of faint stars against the sky.
Smaller pixels also provide more contrast in the fine details ON THE
SUBJECT in people, wildlife, landscape and other photos (astrophotos
too). Some digital photographers focus on the noise and the pixel.
Photographers should focus on the SUBJECT.
Note that despite a smaller pixel size compared to the 7D Mark I,
the full well capacity is larger on the 7D Mark II.
For comparison with other cameras, see
Digital Sensor Performance Summary (the 7D Mark II data will
be added to that page soon, but until then you can use the parameters in Table
1 to see where the data will fall in comparison to other cameras).
To illustrate pulling up shadows/low end, examine the full size
Horsehead nebula 7D Mark II image.
The faintest signals were less than 1 photon per minute! Those faint signals were magnified more extreme than
anyone would every push shadows in a wildlife or landscape scene. There is no visible banding. If I did this on
a 7D mark 1, the result would not be pretty.
Indeed, this image with a 7D1 of the same subject made in much darker skies and stretched less shows banding:
Horsehead nebula 7D Mark 1 image.
Look along the bottom 1/4 of the image from center to the right. Note the vertical banding pattern in the faint
red background of the 7D Mark 1 image. Compare with the 7D2 image above.
Final Comments
I am very impressed with this camera, so much so, that it is now my preferred camera
for night imaging except when I need wider angles, then I'll use my Canon 6D, the next best
low light camera in the Canon lineup. I'll also use the 7D Mark II for all my action photography.
That makes the 7D Mark II an amazing all-around camera, from sports and wildlife action to
night photography.
Canon 7D Mark II Image Gallery
Click here to go to B&H Photo and Purchase the Canon EOS 7D Mark II DSLR Camera.
Appendix 1
References
Notes:
DN is "Data Number." That is the number in the file for each
pixel. I'm quoting the luminance level (although red, green
and blue are almost the same in the cases I cited).
16-bit signed integer: -32768 to +32767
16-bit unsigned integer: 0 to 65535
Photoshop uses signed integers, but the 16-bit tiff is
unsigned integer (correctly read by ImagesPlus).
Procedures for performing this analysis are described in:
Procedures for Evaluating Digital Camera Noise, Dynamic Range, and Full
Well Capacities; Canon 1D Mark II Analysis
Disclosure
Roger Clark is a B&H Photo affiliate. The affiliate links to a product
simply allow the ability to buy the product for the same price as if the purchase was made through
B&H directly. By using the link you support this site and enable it to
remain active with new reviews and information. Please support this site.
How to Interpret Digital Camera Sensor Reviews:
Sensor Noise, Thermal Noise, Dynamic Range, and Full Well Analysis .
Please support Clarkvision; make a donation (link below).
Figure 1. Illustration of the amazing capability of the Canon 7D Mark II
digital camera is demonstrated in this 70 minute exposure (seventy 1-minute exposures averaged)
of the very faint Horsehead nebula in the constellation of Orion. The faintest
areas in the image, the very faint red splotches, had less than 1 photon per minute per pixel
collected by the sensor. This represents a lifting of the low end much greater than would
be done in the typical wildlife or landscape scene, and yet shows no banding problems.
No other canon camera currently in production can do that
and deliver such a clean signal. This image has had no long exposure noise
reduction, no dark frame subtractions nor other typical astrophoto processing--just
convert the raw files, align the images, average, and stretch.
Read more about this image at:
The Deep Sky Region of the Horsehead Nebula in Orion
Figure 2a. Example bird in flight image showing the impressive
autofocus system of the Canon 7D Mark II. Image with the 7D Mark II,
300 mm f/2.8 L IS version II, 1.4x teleconverter (version II), 1/4000
second exposure at ISO 400, f/5.6, AI servo tracking using Case 2, single
AF point, raw conversion in photoshop ACR 8.7 to a 16-bit tiff file. The dark bird is low
contrast with a brighter complex background and the bird is flying almost
directly at the camera so presents a low profile, yet the camera tracked
the subject very well A) full frame image. Insets: B) enlargement to 50%,
C) enlargement to 100% (one image pixel to one pixel on the screen), D)
bring up the low end with levels (right slider moved from 255 down to 64).
Note that in (D) there is no visible banding patterns in the dark areas.
Figure 2b. Tawny eagle coming in to a kill on the Serengeti
with a complex foreground and background. Tracking and autofocus speed
proved amazing in this case and in other images I made on
safari in the Serengeti in February 2015 with the 7D Mark II
camera and 300 f/2.8 L IS version II lens.
Gallery page is HERE.
Table 1
--------------------------------------------------------------------------------------------
Apparent Maximum S/N Measured Dynamic range (photographic stops)
ISO Gain Read Noise signal 18% -------------------------------------------------
(e/DN (electrons (electrons gray per pixel Normalized to Film Reference
/pixel) /pixel) /pixel) card (stops) 8 megapixels 48-micron spot
(DXO) (Kodak Specification)
100 2.74 15. 31800 75.7 11.0 11.7 17.8
200 1.34 7.8 17800 56.6 11.2 11.9 18.0
400 0.67 4.6 8910 40.4 10.9 11.6 17.7
800 0.34 3.2 4520 28.5 10.5 11.2 17.3
1600 0.168 2.4 2230 20.4 9.9 10.6 16.6
3200 0.084 1.9 1110 14.1 9.2 9.9 15.9
6400 0.042 1.7 560 10.0 8.4 9.1 15.1
12800 0.021 1.6 279 7.1 7.4 8.1 14.1
Sensor size = 22.4 x 15.0 mm
Pixel pitch: 4.09 microns.
Image size: 5472 x 3648 pixels = 20.0 megapixels.
Maximum signal-offset: ISO 100: 11592, ISO 200+: 13304
Offset= 2048
Sensor Full Well Capacity at lowest ISO: 31,800 electrons.
Sensor dynamic range = 31800/1.6 = 19,900 = 14.3 stops (not the camera delivered range).
Normalized dynamic range is the method used by DXO Mark for their Landscape metric
which normalizes by pixel averaging to an eight megapixel image.
For the 7D2, this increases dynamic range by ln(sqrt(20/8))/(ln2) 0.66 stops
Pixel linear density = 244 pixels / mm
Pixel density = 59779 pixels / square mm
Sensor maximum signal density at ISO 200 = 1064 electrons / square micron
Sensor maximum signal density at ISO 1600 = 133 electrons / square micron
Sensor read noise density (best read noise) = 391 electrons / square mm
Sensor dynamic range density at ISO 1600 = 18.3 stops dynamic range / square mm
Low Signal Pattern noise: virtually non-existent.
Dark current at 10 degrees C = 0.016 electrons/pixel/second
Dark current Doubles every 4.8 C
New Low Light sensitivity Factor: 55.4 (= sensor max signal density at ISO 1600 / read noise at ISO 1600)
Full Sensor Apparent Image Quality, FS-AIQ = 75.7
Focal Length Limited Apparent Image Quality, ISO 1600, Constant output Size, FLL-AIQ1600 = 131
-------------------------------------------------
Table 2a. Apparent Read Noise, Central Image ISO 100
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 5543 electrons
max= 5677 electrons
mean= 5609 electrons
standard deviation= 14.95 electrons
0 pixels =zero (0.000000%)ISO 200
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 2679 electrons
max= 2810 electrons
mean= 2743 electrons
standard deviation= 7.87 electrons
0 pixels =zero (0.000000%)ISO 400
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 1309 electrons
max= 1440 electrons
mean= 1372 electrons
standard deviation= 4.66 electrons
0 pixels =zero (0.000000%)ISO 800
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 647 electrons
max= 769 electrons
mean= 696 electrons
standard deviation= 3.27 electrons
0 pixels =zero (0.000000%)ISO 1600
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 293 electrons
max= 397 electrons
mean= 344 electrons
standard deviation= 2.49 electrons
0 pixels =zero (0.000000%)ISO 3200
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 138 electrons
max= 208 electrons
mean= 172 electrons
standard deviation= 1.96 electrons
0 pixels =zero (0.000000%)ISO 6400
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 54 electrons
max= 108 electrons
mean= 86 electrons
standard deviation= 1.68 electrons
0 pixels =zero (0.000000%)ISO 12800
Image Range:
-20.00 to 20.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 3 electrons
max= 59 electrons
mean= 43 electrons
standard deviation= 1.63 electrons
0 pixels =zero (0.000000%)
Table 2b. Apparent Read Noise, Full Image, sub-sampled ISO 100
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 5516 electrons
max= 6096 electrons
mean= 5609.1 electrons
standard deviation= 14.92 electrons
0 pixels =zero (0.000000%)ISO 200
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 2661 electrons
max= 3197 electrons
mean= 2743.3 electrons
standard deviation= 7.84 electrons
0 pixels =zero (0.000000%)ISO 400
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 1280 electrons
max= 1826 electrons
mean= 1371.6 electrons
standard deviation= 4.67 electrons
0 pixels =zero (0.000000%)ISO 800
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 573 electrons
max= 1153 electrons
mean= 696.3 electrons
standard deviation= 3.28 electrons
0 pixels =zero (0.000000%)ISO 1600
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 275 electrons
max= 636 electrons
mean= 344.1 electrons
standard deviation= 2.49 electrons
0 pixels =zero (0.000000%)ISO 3200
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 127 electrons
max= 221 electrons
mean= 172.1 electrons
standard deviation= 1.98 electrons
0 pixels =zero (0.000000%)ISO 6400
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 43 electrons
max= 121 electrons
mean= 86.0 electrons
standard deviation= 1.71 electrons
0 pixels =zero (0.000000%)ISO 12800
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 2 electrons
max= 122 electrons
mean= 43.0 electrons
standard deviation= 1.67 electrons
0 pixels =zero (0.000000%)
Figure 3.
Dark current as a function of temperature for 6 cameras are compared.
Lower is better as noise from dark current is the square root of the dark
current multiplied by the exposure time. The temperatures are the camera
temperature reported in the camera's EXIF data and was 2 to 10 degrees
higher than measured ambient temperature due to internal electronics
heating the camera. The more massive 1D cameras tended to have a larger
difference between internal camera and ambient temperature. The Canon
7D Mark II sets new and impressively low levels making this the current
top long exposure low light camera in the canon line. Sony sensor data
are from commercial data sheets found online. Note that the Hubble WFC3
camera, operating at -83 C, has dark current similar to that of a modern
uncooled DSLR or mirrorless camera operating at about 0 C.
Table 3
Canon 7D Mark II Dark Current and Noise vs Temperature
Noise from Dark Current in Electrons
Temperature Dark current versus Exposure Time (seconds)
(C) (F) electrons/sec. 10 sec 30 sec 60 sec 120 sec 300 sec
33 91 0.626 2.5 4.3 6.1 8.7 13.7
30 86 0.381 2.0 3.4 4.8 6.8 10.7
23 73 0.146 1.2 2.1 3.0 4.2 6.6
23 73 0.084 0.9 1.6 2.2 3.2 5.0
22 72 0.064 0.8 1.4 2.0 2.8 4.4
19 66 0.043 0.7 1.1 1.6 2.3 3.6
15 59 0.023 0.5 0.8 1.2 1.7 2.6
12 54 0.022 0.5 0.8 1.2 1.6 2.6
12 54 0.016 0.4 0.7 1.0 1.4 2.2
4 39 0.0082 0.3 0.5 0.7 1.0 1.6
0 32 0.0032 0.2 0.3 0.4 0.6 1.0
0 32 0.0033 0.2 0.3 0.4 0.6 1.0
2 36 0.0038 0.2 0.3 0.5 0.7 1.1
-2 28 0.0036 0.2 0.3 0.5 0.7 1.0
-2 28 0.0022 0.1 0.3 0.4 0.5 0.8
-9 16 0.0020 0.1 0.2 0.3 0.5 0.8
Table 4a. Thermal Noise, Central Image
ISO 1600
Exposure= 600 seconds
T= 33 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 309 electrons
max= 769 electrons
mean= 350 electrons
standard deviation= 19.53 electrons
ISO 1600
Exposure= 600 seconds
T= 23 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 314 electrons
max= 738 electrons
mean= 346 electrons
standard deviation= 9.67 electrons
ISO 1600
Exposure= 600 seconds
T= 19 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 318 electrons
max= 691 electrons
mean= 344 electrons
standard deviation= 5.64 electrons
ISO 1600
Exposure= 600 seconds
T= 15 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 314 electrons
max= 659 electrons
mean= 344 electrons
standard deviation= 4.40 electrons
ISO 1600
Exposure= 600 seconds
T= 12 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 312 electrons
max= 653 electrons
mean= 344 electrons
standard deviation= 3.89 electrons
ISO 1600
Exposure= 600 seconds
T= 4 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 311 electrons
max= 617 electrons
mean= 344 electrons
standard deviation= 3.27 electrons
ISO 1600
Exposure= 600 seconds
T= 0 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 321 electrons
max= 613 electrons
mean= 344 electrons
standard deviation= 2.77 electrons
ISO 1600
Exposure= 600 seconds
T= -2 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 317 electrons
max= 685 electrons
mean= 344 electrons
standard deviation= 2.82 electrons
ISO 1600
Exposure= 600 seconds
T= -9 C
Image Range:
-100.00 to 100.00 electrons about the mean
Central 500 x 300 pixel statistics:
min= 321 electrons
max= 605 electrons
mean= 344 electrons
standard deviation= 2.64 electrons
Table 4b. Thermal Noise, Full Image, sub-sampled
ISO 1600
Exposure= 600 seconds
T= 33 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 287 electrons
max= 2576 electrons
mean= 350 electrons
standard deviation= 21.39 electrons
ISO 1600
Exposure= 600 seconds
T= 23 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 297 electrons
max= 2050 electrons
mean= 346 electrons
standard deviation= 10.44 electrons
ISO 1600
Exposure= 600 seconds
T= 19 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2029 electrons
mean= 344 electrons
standard deviation= 6.21 electrons
ISO 1600
Exposure= 600 seconds
T= 15 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2018 electrons
mean= 344 electrons
standard deviation= 4.91 electrons
ISO 1600
Exposure= 600 seconds
T= 12 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 291 electrons
max= 2018 electrons
mean= 344 electrons
standard deviation= 4.90 electrons
ISO 1600
Exposure= 600 seconds
T= 12 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2017 electrons
mean= 344 electrons
standard deviation= 4.39 electrons
ISO 1600
Exposure= 600 seconds
T= 4 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2017 electrons
mean= 344 electrons
standard deviation= 3.80 electrons
ISO 1600
Exposure= 600 seconds
T= 0 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 300 electrons
max= 2543 electrons
mean= 344 electrons
standard deviation= 3.26 electrons
ISO 1600
Exposure= 600 seconds
T= -2 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 293 electrons
max= 2017 electrons
mean= 344 electrons
standard deviation= 3.11 electrons
ISO 1600
Exposure= 600 seconds
T= -9 C
Image Range:
-100.00 to 100.00 electrons about the mean
Full image statistics:
min= 295 electrons
max= 2016 electrons
mean= 344 electrons
standard deviation= 2.96 electrons
Table 4c. Thermal Noise, Full Image, sub-sampled
ISO 1600
Exposure= 600 seconds
T= 33 C
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 287 electrons
max= 2576 electrons
mean= 350 electrons
standard deviation= 21.39 electrons
ISO 1600
Exposure= 600 seconds
T= 19 C
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2029 electrons
mean= 344 electrons
standard deviation= 6.21 electrons
ISO 1600
Exposure= 600 seconds
T= 12 C
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 291 electrons
max= 2018 electrons
mean= 344 electrons
standard deviation= 4.90 electrons
ISO 1600
Exposure= 600 seconds
T= 4 C
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 299 electrons
max= 2017 electrons
mean= 344 electrons
standard deviation= 3.80 electrons
ISO 1600
Exposure= 600 seconds
T= -9 C
Image Range:
-20.00 to 20.00 electrons about the mean
Full image statistics:
min= 295 electrons
max= 2016 electrons
mean= 344 electrons
standard deviation= 2.96 electrons
Figure 4. A comparison of long exposures on the Pleiades star cluster
showing faint blue reflection nebula. The sky conditions were very similar
for both images. The reason why the 7D2 recorded much more and fainter detail
is because of the lower dark current. See the full details of each
image
here for the 7D2 and
here for the 7D1.
Tracking sensitivity =0 (mid level)
Acceleration = 1 (mid level)
AF point auto switching = 1 (mid level)
Please support Clarkvision; make a donation (link below).
Table A1: ISO 100 Sensor Data and Analysis
Offset= 2048
Model gain = 2.74 e/DN
Model read noise = 15. electrons
Observed Observed Observed
min-o max-o mean-o 2-img std noise S/N signal ISO relative S/N S/N
file (DN) (DN) (DN) (DN) (DN) (electrons) exposure model obs/model
0J6A0104 9009.00 9648.00 9300.40 82.24 58.16 159.92 25575.5 100 0.250000 158.9 1.01
0J6A0105 8980.00 9599.00 9267.09 82.24 58.16 159.35 25392.6 100 0.250000 158.6 1.01
0J6A0106 7092.00 7654.00 7351.88 73.72 52.13 141.03 19889.9 100 0.192308 141.1 1.00
0J6A0107 7139.00 7684.00 7390.96 73.72 52.13 141.78 20101.9 100 0.192308 141.5 1.00
0J6A0108 5681.00 6174.00 5910.74 65.71 46.46 127.21 16183.0 100 0.161290 126.4 1.01
0J6A0109 5613.00 6034.00 5826.20 65.71 46.46 125.39 15723.4 100 0.161290 125.5 1.01
0J6A0110 4435.00 4832.00 4630.71 58.95 41.68 111.10 12342.7 100 0.125000 111.7 0.99
0J6A0111 4445.00 4862.00 4644.66 58.95 41.68 111.43 12417.2 100 0.125000 111.8 0.99
0J6A0112 3483.00 3808.00 3645.51 52.43 37.07 98.33 9668.8 100 0.096154 98.8 0.99
0J6A0113 3423.00 3790.00 3630.88 52.43 37.07 97.94 9591.4 100 0.096154 98.6 1.00
0J6A0114 2709.00 3010.00 2855.41 46.37 32.79 87.09 7584.1 100 0.081301 87.2 1.00
0J6A0115 2730.00 3023.00 2874.53 46.37 32.79 87.67 7686.0 100 0.081301 87.5 1.00
0J6A0116 2134.00 2392.00 2265.96 41.49 29.34 77.24 5965.7 100 0.062500 77.4 1.00
0J6A0117 2162.00 2430.00 2299.82 41.49 29.34 78.39 6145.3 100 0.062500 78.0 0.99
0J6A0118 1680.00 1913.00 1804.45 36.88 26.08 69.18 4786.6 100 0.048309 68.8 1.01
0J6A0119 1706.00 1927.00 1814.55 36.88 26.08 69.57 4840.3 100 0.048309 69.0 1.00
0J6A0120 1337.00 1541.00 1446.35 33.04 23.36 61.91 3832.5 100 0.040486 61.2 1.01
0J6A0121 1337.00 1552.00 1441.08 33.04 23.36 61.68 3804.7 100 0.040486 61.1 1.01
0J6A0122 1035.00 1210.00 1123.39 29.39 20.78 54.06 2922.4 100 0.031250 53.6 1.01
0J6A0123 1045.00 1226.00 1132.60 29.39 20.78 54.50 2970.5 100 0.031250 53.8 1.00
0J6A0124 827.00 995.00 905.10 26.55 18.77 48.22 2324.9 100 0.024096 47.7 1.01
0J6A0125 819.00 973.00 895.22 26.55 18.77 47.69 2274.4 100 0.024096 47.4 1.02
0J6A0126 645.00 782.00 709.72 23.68 16.74 42.39 1796.6 100 0.020243 41.7 1.02
0J6A0127 649.00 801.00 723.54 23.68 16.74 43.21 1867.2 100 0.020243 42.2 1.00
0J6A0128 499.00 628.00 558.38 21.40 15.13 36.91 1362.0 100 0.015625 36.5 1.01
0J6A0129 512.00 640.00 574.30 21.40 15.13 37.96 1440.8 100 0.015625 37.1 0.99
0J6A0130 395.00 511.00 453.84 19.61 13.87 32.73 1071.3 100 0.012048 32.5 1.01
0J6A0131 398.00 514.00 457.16 19.61 13.87 32.97 1087.1 100 0.012048 32.6 1.00
0J6A0132 296.00 410.00 352.55 17.57 12.43 28.37 805.1 100 0.010132 28.0 1.01
0J6A0133 306.00 415.00 356.71 17.57 12.43 28.71 824.2 100 0.010132 28.2 1.01
0J6A0134 236.00 333.00 282.08 15.97 11.29 24.98 623.8 100 0.007812 24.5 1.02
0J6A0135 229.00 324.00 275.69 15.97 11.29 24.41 595.9 100 0.007812 24.1 1.04
0J6A0136 189.00 272.00 229.99 14.88 10.53 21.85 477.5 100 0.006024 21.5 1.01
0J6A0137 178.00 266.00 225.50 14.88 10.53 21.42 459.0 100 0.006024 21.3 1.03
0J6A0138 133.00 214.00 170.33 13.52 9.56 17.82 317.5 100 0.005066 17.7 1.00
0J6A0139 140.00 219.00 180.28 13.52 9.56 18.86 355.6 100 0.005066 18.4 0.97
0J6A0140 112.00 187.00 148.85 12.57 8.89 16.74 280.4 100 0.003906 16.2 1.03
0J6A0141 107.00 174.00 139.67 12.57 8.89 15.71 246.8 100 0.003906 15.5 1.08
0J6A0142 88.00 153.00 120.17 11.87 8.40 14.31 204.8 100 0.003012 14.0 1.02
0J6A0143 75.00 151.00 109.55 11.87 8.40 13.05 170.2 100 0.003012 13.1 1.09
0J6A0144 55.00 115.00 82.99 10.88 7.69 10.79 116.4 100 0.002533 10.7 1.01
0J6A0145 61.00 121.00 90.84 10.88 7.69 11.81 139.5 100 0.002533 11.4 0.94
0J6A0146 41.00 107.00 70.77 10.53 7.45 9.50 90.3 100 0.001953 9.5 1.00
0J6A0147 46.00 108.00 75.58 10.53 7.45 10.15 103.0 100 0.001953 10.0 0.95
0J6A0148 24.00 87.00 53.29 9.84 6.96 7.66 58.7 100 0.001506 7.6 1.01
0J6A0149 25.00 83.00 53.86 9.84 6.96 7.74 60.0 100 0.001506 7.6 1.00
0J6A0150 20.00 90.00 46.29 9.49 6.71 6.90 47.6 100 0.001266 6.8 1.02
0J6A0151 16.00 74.00 43.03 9.49 6.71 6.41 41.1 100 0.001266 6.4 1.08
0J6A0152 11.00 62.00 37.39 9.14 6.47 5.78 33.5 100 0.000977 5.7 1.02
0J6A0153 7.00 63.00 36.38 9.14 6.47 5.63 31.7 100 0.000977 5.5 1.05
0J6A0154 4.00 55.00 29.77 9.01 6.37 4.68 21.9 100 0.000753 4.7 1.00
0J6A0155 2.00 56.00 28.43 9.01 6.37 4.46 19.9 100 0.000753 4.5 1.04
0J6A0156 -3.00 46.00 23.82 8.79 6.21 3.83 14.7 100 0.000633 3.8 1.00
0J6A0157 -4.00 48.00 21.25 8.79 6.21 3.42 11.7 100 0.000633 3.5 1.11
0J6A0158 -12.00 43.00 17.34 8.46 5.98 2.90 8.4 100 0.000488 2.9 1.01
0J6A0159 -8.00 45.00 17.32 8.46 5.98 2.89 8.4 100 0.000488 2.9 1.01
0J6A0160 -6.00 41.00 15.84 8.42 5.95 2.66 7.1 100 0.000377 2.6 1.00
0J6A0161 -12.00 40.00 14.11 8.42 5.95 2.37 5.6 100 0.000377 2.4 1.12
0J6A0162 -13.00 41.00 12.65 8.33 5.89 2.15 4.6 100 0.000317 2.2 1.00
0J6A0163 -14.00 36.00 11.25 8.33 5.89 1.91 3.6 100 0.000317 1.9 1.11
0J6A0164 -20.00 46.00 8.42 8.15 5.76 1.46 2.1 100 0.000244 1.5 1.00
0J6A0165 -16.00 44.00 9.57 8.15 5.76 1.66 2.8 100 0.000244 1.7 0.88
0J6A0166 -16.00 35.00 7.97 8.18 5.78 1.38 1.9 100 0.000188 1.4 0.99
0J6A0167 -20.00 30.00 6.77 8.18 5.78 1.17 1.4 100 0.000188 1.2 1.16
0J6A0168 -18.00 34.00 5.48 8.02 5.67 0.97 0.9 100 0.000158 1.0 1.00
0J6A0169 -19.00 30.00 5.52 8.02 5.67 0.97 0.9 100 0.000158 1.0 0.99
0J6A0170 -18.00 29.00 5.04 8.03 5.68 0.89 0.8 100 0.000122 0.9 0.99
0J6A0171 -16.00 29.00 4.48 8.03 5.68 0.79 0.6 100 0.000122 0.8 1.12
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http://www.clarkvision.com/articles/evaluation-canon-7dii
First published November 7, 2014.
Last updated february 27, 2016.