Why can phase-detect autofocus fail in low light even when high ISO still allows an exposure?
Asked 3/11/2013
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Cameras can often record usable images in very dim light by raising ISO, yet phase-detect autofocus usually stops working much earlier. If ISO is essentially electronic gain, why can’t AF sensors just use more gain too and keep focusing in near darkness? What limits low-light phase-detect AF performance?
Originally by Photography Stack Exchange contributor. Source · Licensed CC BY-SA 4.0
Photography Stack Exchange contributor
13y ago
2 Answers
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Applying gain by increasing the ISO setting generally only serves to reduce read noise by amplifying the analogue signal before readout and digitization. Signal to noise ratio in the highlight remains unchanged. The increase in image brightness that also results would be irrelevant (besides any reduction in quantization noise) to the AF sensor, as it compares the pattern of brightness between two strips, the absolute value wont matter.
Read noise usually accumulates due to the transfer of the signal from a pixel on the sensor to an ADC chip, which is quite a long journey in some cases. The design of the AF sensor, with single strips of pixels facilitates a very short transfer with an ADC likely to be right on the sensor itself. This means read noise will be very low* and thus applying gain will be of no use.
The signal to noise ratio is pretty much determined by the amount of incoming light. When the signal to noise ratio is too low, phase detection simply wont work as the noise will be different across the two strips of pixels than make up the AF point, and the brightness values wont "match" even when in phase.
This is why you can't have AF sensors that focus in near darkness - reliability drops significantly. An AF sensor that refuses to focus is better than one that reports focus lock but then instructs the lens to focus at some totally random distance.
***** Performance characteristics of the AF sensor will be similar to the new Sony EXMOR image sensors (found in the Pentax K5 and Nikon D800 and others) which feature advanced noise cancellation and parallel ADCs and are regarded as being "ISO less" in that the noise obtained when pushing an ISO100 image two stops is the same as a native ISO400 exposure.
Originally by user1375. Source · Licensed CC BY-SA 4.0
user1375
13y ago
0
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High ISO does not create more light or improve the fundamental signal-to-noise ratio; it mainly amplifies the signal before digitization so the recorded image looks brighter. Phase-detect AF works by comparing brightness patterns from two small image samples, so what matters is having enough real signal and contrast to measure a reliable phase difference.
In very low light, the AF sensor is limited mainly by photon shot noise and low subject contrast, not just by read noise. Extra gain can make the signal larger electronically, but it also amplifies noise and does not recover detail that wasn’t captured. Once the pattern is too weak or noisy, the AF system can’t determine focus direction or amount with confidence.
AF hardware is also optimized differently from the main imaging sensor: dedicated AF sensors often have short signal paths and low read noise already, so simple gain increases offer little benefit. In addition, AF speed matters—waiting longer to collect more light would slow focusing.
So the reason cameras don’t universally focus in near darkness is that AF is limited by available light, contrast, noise, and required focusing speed, not just by a lack of amplification.
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