Digital Photography Fundamentals and Trends

Introduction

Three years into the 21st century and the digital camera market is expanding at a fierce pace. This is a major shift from the previous decade of consumer photography as a largely mature market. What technology trends are enabling this growth? The fundamentals of visual perception, the building blocks of a digital camera, and image reproduction are all means of understanding some of the key enablers of digital camera adoption. This article examines all of these elements of the digital revolution, as well as analysing the battle between digital and 35 mm film photography. Trends and future directions are also considered.

Consumers do not historically adopt new cameras for novelty value. Even for users familiar with the functions and foibles of a camera, climbing the learning curve with a new unit is a task. Controls are generally in different locations. Learning how to access advanced features is time consuming. A new camera purchase is often motivated by the need for replacement, the desire to attain new capabilities or upgrade quality, or a wish for greater ease of use.

Most consumers take pictures to mark family events, capture vacation images for an album, or to share photos of children with family and friends. A smaller number of enthusiasts and professionals take photographs for work and for pleasure, and often with much higher frequency. Photographers are sometimes reluctant to change equipment. Nonetheless, digital camera sales are soaring.

In the case of digital photography, the appeals are many. The ability to instantly see your new photograph is compelling. The ability to electronically share images simply is also attractive. These factors have been somewhat tarnished by lower image quality for a similar price point relative to film, and by a significant dependence on the personal computer to get a photograph printed. These limitations, however, are rapidly disappearing.

Market Background

Digital camera sales are rising quickly as costs fall and image quality increases. In just a few years, digital cameras have gone from a niche to a major consumer category. Infotrends Research estimates that 17.7 million digital cameras shipped in 2001, representing over 20 per cent of the low-end camera market. In 2002, that number was expected to climb to 27.5 million. Among Internet-connected US households, the estimate is that 60 per cent will have converted to digital cameras by the end of 2002. It seems consumers are buying into the digital imaging story.

The digital camera market today is segmented into three categories: the under $500 consumer cameras, the $500 to $1000 "prosumer" cameras, and the $2000 and up enthusiast and professional cameras. Consumer cameras typically have a 2 megapixel (MP) to 4MP sensor array, a 1.8" color LCD display, and a 3X optical zoom lens.

The prosumer cameras have a 3MP to 5MP sensor array, and a 3X to 10X optical zoom lens. Prosumer cameras have manual adjustments to exposure and aperture, larger and higher-quality optics, and often a sturdier camera body. Some of these cameras also support adapters for wide-angle or other lenses.

The enthusiast and professional high end of the market covers cameras which replace the single-lens-reflex (SLR), have interchangeable lenses, a flash hot shoe, faster electronics, and the overall versatility and quality of an SLR. Sensor size is 6MP to 14MP, with the exception of the Foveon-based Sigma SD9 at 3MP.

Human Vision and Still Image Perception

Color Perception

Humans perceive color using cone-shaped cells at the back of the retina. Most color perception is concentrated in the fovea, a small area about 3 mm across where all but peripheral vision is sensed. The three types of color cells present in most people roughly correspond to their sensitivity to red, green, and blue colors, centered at wavelengths of 588 nanometers (nm), 531 nm, and 419 nm. These are not narrow-band sensors, however. Red and green cone sensitivity extends broadly from 400 to 750 nm. The numbers of receptors are not equivalent. The average person has only one blue cone for every 20 green and every 40 red cones. Thus image detail in the blue is not perceived as well as in the green and red. The eye contains roughly seven million cones. As a result of this physiology, image capture can be tuned to bias capture of green details above blue, and most sensors use an array with twice as many green as red or blue sensor elements. As the absorption spectrum of red and green cones is quite similar, the eye must perform a difference operation between red and green signals to distinguish between these colors. Perception of light intensity is therefore significantly stronger than perception of color.

Color perception is also highly adaptive to both intensity and lighting color. Candelas per square meter (Cd/m2) are units used to measure brightness. People perceive color in illumination levels ranging from about 10 Cd/m2 (near twilight) to light-colored objects illuminated with full sunlight, at about 10,000 Cd/m2. Lighting conditions also vary widely, from greenish fluorescent to reddish incandescent lights and tinted lenses. Within a few seconds or minutes of transitioning from one to another light, our mind adapts to the new illumination and our perception of color changes appropriately. When wearing heavily tinted yellow lenses on a snowy day for instance, the snow initially appears yellow, but within a few minutes is perceived as white again. Both of these light adaptation capabilities are challenges for all photographic methods.

Resolution Perception

The ability to resolve detail is measured in lines per unit of radial angle. This is equivalent to lines per unit of distance if the viewing distance is fixed. At 50 to 60 lines per degree humans lose the ability to see individual lines, and a gray single color is achieved. This is a result of the density of cone cells in the fovea, generally accepted as 120 cells per degree in adult humans. One needs two cells to perceive a line and the white space next to a line. At a viewing distance of 30 cm (or about a foot), the average person can distinguish line spacing of 0.1 mm, or about 250 lines per inch in black and white. Color variations at uniform brightness are perceived with substantially less resolution.

Interestingly, human contrast perception is stronger at five lines per degree than at lower frequencies. In other words, people see stripes more strongly when the stripes are 25 lines per inch at a foot then two lines per inch at a foot. This appears to be an anatomically driven result of the way edge perception and contrast is perceived by the eye.

Photography Fundamentals

Understanding basic photographic terms is an important step when examining digital technology's place in photography.

Focal Length

The focal length of a lens reflects the effective field of view of the lens relative to the sensor size. A 50 mm lens produces a field of view of 27x40 degrees across the 24x36 mm wide active area of 35 mm film. A lens twice as long, or 100 mm, will produce an image with half the view width, 20 degrees, for the same film.

As the sensor size changes, the field of view changes with it - so a sensor area of 12x18 mm with a 25 mm lens produces the same field of view as a 50 mm lens on a 35 mm camera.

A 50 mm lens would create the same size image as a pinhole camera with the hole 50 mm above the sensor.

Zoom lenses have variable focal length and require movable optical elements within the lens.

Aperture

All cameras capture light through some type of hole, or aperture. In many cameras, the size of the aperture is adjustable from a small percentage of the lens opening to a large percentage. The aperture is always located at a point in the lens where light from all elements of the scene are effectively mixed, so the total light admitted is reduced uniformly throughout the scene. The aperture size is characterized by F-stop. The F-stop is defined as the focal length of the lens divided by the aperture diameter. For example, an f/8 setting for an 80 mm lens means the aperture of the lens is 80/8 or 10 mm wide. A smaller aperture reduces the light-gathering ability of the lens, and increases depth of field. Often, lenses with wider maximum aperture, and correspondingly greater light-gathering capacity, are larger and heavier than smaller aperture lenses. A wider maximum aperture gathers more light and produces a better image in dim conditions. However, as the aperture increases in size, the range of distance for which objects remain in focus decreases. This effect is called "depth of field" and is maximized by a small aperture. Thus a photographer wishing to keep focus on both flowers close to the camera (foreground) and a mountain range far from the camera (background) will select a small aperture.

Speed

The sensitivity of a sensor or a film to light is measured using an ISO standard, or ASA number. This number corresponds to the number of seconds required to expose the film to a certain level at a specific lightness level. ISO 100 speed film requires twice the exposure time for the same level of exposure as an ISO 200 speed film. Slower speed (lower number) films are more suitable for brightly exposed scenes or scenes without rapid motion. ISO 25, 64, and 100 are common. These films produce less grainy, sharper images, and require a longer exposure time than faster films. Intermediate speed films such as 200 and 400 are the workhorses of consumer photography, and represent a good compromise between speed and grain. Very fast films, such as 800 and 1600, are suitable for capturing images with lots of motion or at low light levels, but produce substantially grainier and less detailed images.

These speed ratings are carried over into digital photography as well. They allow photographers to set expectations appropriately for exposure times and aperture. Many digital cameras can perform at a range of ISO settings, for example at 100, 200, and 400. The lowest number represents the optimal setting, while faster settings are performed by effectively multiplying the signal from the sensor at shorter exposures. This multiplication makes noise more apparent in the image.

Exposure

The exposure is the amount of time the film or sensor is exposed to light. A short exposure time is more forgiving of camera or subject motion than a longer exposure time. Most handheld shots suffer when exposures longer than 1/50th of a second are used, and most cameras have shutter speeds which can be varied between 1/1000th (or shorter) and 2 seconds (or longer) exposure times.

Digital Technology

This section explores the technical components responsible for digital image quality.

Sensors

Image sensors in today's digital cameras use CCD, CMOS, or Foveon's X3 technology. A sensor's major characteristics include pixel count, cell size, overall size, bit depth, and noise level.

Charge-Coupled Device (CCD)

The traditional color mosaic CCD cell consists of a photodiode and a capacitor for storing charge. A photon striking the photodiode area of the cell releases an electron which is stored in the capacitor until it is 'read out' of the sensor array. The number of electrons in the cell corresponds to the light level in that cell. Each cell has a light filter over it which limits the sensitivity of the cell to one narrow range of photon frequency. A mosaic of three (or sometimes four) such filter colors is used to obtain in a full-color image. The CMOS sensor uses the same type of mosaic as the CCD, but the silicon fabrication technology is closer to memory chips, with a similar architecture. A photodiode area is also employed, but rather than store the charge in the cell, a charge-to-voltage converter and an amplifier is used at each cell. The resulting sensor data is more easily and rapidly read out. Most arrays are read out at 10 or 12 bits per pixel of data. Most cameras for professional applications output and store 12 bits per pixels. All consumer cameras and prosumer cameras store images at 8 bits per pixel after digitizing sensor data at 10 or 12 bits per pixel.

The noise level of a sensor appears in random spots in images typically taken in low light or with a fast shutter speed, showing up as misplaced or random bright pixels. Noise is an unavoidable product of thermal noise in the system (this is a reason why telescope cameras are sometimes cooled with liquid nitrogen.) A signal is produced by a sensor cell even when the shutter is closed. Sensors usable with less light (higher ISO setting) generally manage noise better (have lower dark current values.)

Complementary Metal-Oxide Semiconductor (CMOS)

The CMOS sensor appears to be steadily taking market share from the CCD as larger arrays require more complex supporting electronics for CCDs. Kodak's latest professional digital camera, the 14MP DCS Pro 14n, utilizes a CMOS sensor, as does Canon's 11MP EOS-1Ds. In the prosumer range of 4-5MP, the CCD sensor is still predominant. While CCD is the more mature technology, CMOS requires lower power and scales better to large arrays.

An overlooked detail to this point - a color mosaic filter rated at 3MP is not capturing each color at each pixel location. In fact, while contrast is captured at an effective resolution of something under 3 MP, color resolution is an effective 1MP or so. Sophisticated post-processing of image data helps here, but a real loss of sharpness is common when texture includes rapid color variation. (For this reason, the Foveon X3 sensor at 3MP has about the equivalent contrast resolution of a 5MP mosaic filter, and about the equivalent color resolution of a 9MP mosaic filter. )

Foveon's X3

Foveon's X3 technology is the upcoming dark horse in this area. Foveon uses a stack of three photodetectors at each pixel location, effectively tripling the color data per pixel gathered. This translates into a fundamental advantage in image sharpness per pixel. The image quality of the 3MP X3 sensor is roughly equivalent to a 5MP sensor using a mosaic filter. In other words, the X3 sensor produces nine million data points at three million locations (one for each color and at each location), while the 6 MP mosaic filter produces a total of six million data points. Currently, Sigma is the only vendor selling a camera based on this technology, but others are expected to join sometime in 2003.

Photons and Pixels

Before counting pixels, the physical scale of light capture should be considered. The visible spectrum ranges from 400nm to 800nm, or 0.4祄 to 0.8祄. Thus the photoactive area of a sensor cell must be considerably larger than 0.8nm to capture detail. In addition, the limits of optical focusing are driven by the wavelength of light, so a penalty in sharpness is paid for attempting to focus down below several wavelengths in scale.

For this reason, professional-grade camera sensors use relatively large cells of 7祄 to 14 祄 square. Foveon utilizes a 9 祄 cell spacing in its X7 sensor. Some of the prosumer cameras being released currently have a 5MP sensor with a cell size of less than 3 祄, using the 1/1.8" CCD form factor (actually 7.6mm x 5.1mm, or 8.9mm diagonal). At this spacing, light sensitivity and image sharpness begin to suffer. For this reason, sensor array size should grow or manufacturers should adopt the Foveon approach (combining multiple color sensors in a single cell) to usefully accommodate more image data. The bulk of consumer digital cameras at 3 MP use a 1/1.8" CCD array with cell size of approximately 3.5 祄. Prosumer cameras featuring 2/3" CCD arrays (actually 11mm diagonal) with cell sizes of 3.4 祄 and 5 MP of resolution are also viable and widely used.

The latest set of enthusiast/professional digital cameras from Nikon, Canon, Sigma, and Olympus use a relatively large CMOS or CCD array, up to film format size of 24 mm x 36 mm. Cells size is above 6 祄, and light gathering power and sharpness are excellent. These have a different set of issues, as photosensitive arrays are not as sensitive to light hitting a cell at a glancing angle as they are from directly above. This problem is not as serious in film. As a result, differences in recorded intensity occur which must be compensated for with electronics, and additional image noise at image edges is possible. The principal advantage of this very large sensor size is the ability to use existing lens systems from 35mm cameras.

In order to balance sensor size, cell size, and resolution, Kodak and Olympus have recently agreed to a 4/3" standard for sensor size. (This standard of measurement is an old carry-over from video tube days; actually this sensor measures about 0.7" x 0.5" in size, or 22 mm diagonal.) It is capable of maintaining a cell size of 6.8 祄 at 5 MP or 4祄 at 12 MP, and may be the basis for a wide range of cameras including prosumer and enthusiast (SLR style) cameras over the next few years The sensor size enables lenses to be far smaller and lighter for a given focal length than their 35mm camera counterparts, without compromising image quality in most lighting conditions.

Optics

The ability of a camera to resolve detail is fundamentally gated by the sharpness, light-gathering power, and aberrations of the lens. Thus pairing a very high-resolution light sensor with a very small lens will often result in fuzzier pictures than high-quality optics paired with a lower resolution sensor. One common measure of sharpness uses a resolution chart with lines progressively closer together. The point at which lines can no longer be separately resolved is the sharpness measurement for the optics and sensor together. For example, the 6 MP Canon EOS D60 professional digital camera can distinguish detail to nearly 1700 lines per picture height as measured using a standard resolution chart and in well-lit conditions. The Canon PowerShot S40, a 4 MP prosumer camera, has nearly the same ability to distinguish detail, out to 1400 lines per picture height, indicating a well-balanced lens and sensor. The much smaller Minolta Dimage X, with a 3 MP sensor and a compact folded optical path, resolves detail out to a maximum of about 800 lines per inch in similar tests. In this case, optical sharpness has been traded for extreme compactness.

Optical sharpness is only one metric of an optical system. The lens must deliver sharp images over the entire range of zoom, must focus cleanly and quickly, and must focus light from red through blue onto the same optical plane (to avoid color aberrations). Distortion of objects caused by the lens should be minimal. Light-gathering power (measured by F-stop) should be as high as possible to enable photography in low light. The range of shutter speed and aperture should be wide enough to accommodate rapid action and long night shots. These features vary little between film and digital cameras in their nature, although the scale factor of a lens is changed by the relatively small size of most digital camera image sensors. Small lenses must be manufactured to correspondingly tighter tolerance.

Most of the consumer and prosumer digital cameras sold have an optical zoom lens capable of ranging from a wide-angle setting to a zoom setting over a 3X range of focal length. Using 35mm photography equivalents, many of these lenses span from 35 mm to 105 mm in equivalent focal length. Most lenses in this range will lose significant light gathering ability as the focal length grows and the field of view shrinks. For example, the compact Powershot S40 mentioned above has a light gathering ability, indicated by F-stop, of 2.8 at the widest setting to 8.0 at the longest telephoto setting. Thus telephoto scenes must be well-lit to capture color and detail.

A new trend is the rising zoom range and light-gathering quality of zoom lenses in prosumer cameras. The newly announced Panasonic Lumix DMC-FZ1 advertises a 12X zoom with F2.8 throughout the zoom range. Equivalent to a 35mm-430mm lens, this represents a new benchmark in digital (and indeed in any) camera. This was achieved using a very small 1/3.2 2MP image sensor. Olympus introduced the C-730 a 10x zoom lens with a larger 3.2MP image sensor and a bright lens with F2.8 to F3.5 over the range of zoom possible. The HP 850 has an 8x zoom and a 4.1MP sensor, with a Fuji lens delivering F2.8 to 3.1 over the zoom range. This trend is compelling as consumers recognize the versatility and value represented by high-quality optics. While the cameras represented are a bit larger than pocket-size, they are significantly smaller than a film-based SLR camera.

Storage

Once an image is captured with a sensor, it is converted to one of several image data formats for storage. The most commonly used storage format is JPEG, which reduces the image quality slightly while greatly reducing the image size. Typically, an image from a 3 MP sensor (9MB raw) will occupy 750KB to 2MB after JPEG compression. To accommodate the storage of a number of pictures, digital cameras use small, removable Flash or magnetic (disk) memory. Non-volatile (memory retained while power off) Flash memory is available in many formats, the most popular of which are CompactFlash and Sony's Memory Stick format, both of which store up to 512MB of data. IBM manufactures a small hard disk, the Microdrive, which can be inserted into a CompactFlash slot and have up to 1GB of capacity. These and other formats such as Secure Media, xD card, and SmartMedia enable the practical storage and transfer of images. A glut of different formats exist and the market will likely converge on one or two eventually.

Image Processing

Digital cameras have to perform a significant amount of data processing to take the raw data from a mosaic image sensor, interpolate the pixels to form a full three-color image, and adjust the color balance properly, before producing a satisfactory image. That image is typically sharpened, and then compressed using JPEG to form the final stored image. In addition to these operations, image sharpening, edge enhancement, and red-eye correction may be run on the image. In short, a digital camera manages a significant image processing chain of operations.

The quality of algorithms used can have a strong impact on the perceived quality of an image. For example, ability to correct for a wide variety of illumination conditions is a strong factor in customer satisfaction. The color balance algorithm used can require significant compute power. In fact, there is considerable art in selecting and tuning the algorithms used here.

For this purpose most digital cameras have a powerful CPU and digital signal processing (DSP) core in them. Higher end cameras employ a separate DSP chip, while consumer cameras may integrate signal processing and general processing onto a single camera processor chip. The speed of this system determines, among other things, how quickly images can be taken in succession. As sensors have gotten larger, cameras have relied more and more on DSP capabilities.

Effect of Spatial Compression

All digital cameras have some ability to perform image compression to allow more images to be stored and quickly transferred. JPEG compression will typically begin to produce barely noticeable artifacts of noise and loss of sharpness when the compression ratio exceeds 6:1 or 8:1. A ratio of 12:1 is generally an acceptable compromise between space saving and visual quality. This reduces the 9 MB from a 3 MP sensor down to 700 KB on average. Depending on the level of detail present and the choices made in JPEG settings, a noticeable loss in detail can be caused by JPEG compression. While this is unlikely to cause noticeable losses when a 4"x 6"print is made, the loss of sharpness can often be seen in an 8"x10" print when JPEG compression at 12:1 is performed on a 3 MP image.

Effect of Dynamic Range Compression

Professional cameras are often used in an uncompressed mode which preserves sensor data at 12 bits. These RAW mode images are very large, but allow a broader range of post-processing and enlargement options. Because these files are often quite large - about 16 MB for a raw Canon D60 image - these cameras are more likely to require large storage media.

Recalling that color negative film has an effective dynamic range of 1:1000+, or 12-13 bits, it is unfortunate that a file format and compression algorithm supporting 12 bit sensor data is not commonly used. Instead, consumer-level cameras internally compress the dynamic range from 12 bits to 8 bits. This can wash out detail in bright areas and/or lose detail in deep shadow, relative to film.

Digital I/O Interface

Once images have been captured, processed, and stored, they must be moved to a facility for viewing, manipulating and printing. Most cameras today are equipped with a USB port, capable of moving image data at up to 12 Mbps. This is adequate for all but the largest images. One major problem of USB is that peripherals are strongly differentiated from computers. This makes a direct connection of a camera to a printer difficult. A new standard, USB On the Go, has been created to resolve this but is in the early stages of rollout. In the meantime, "sneaker-net" is a popular answer - removing the digital data cards and popping them into a printer slot or PC adapter as necessary.

Some cameras have infrared data transfer, although this seems to be disappearing. Several new cameras have been announced using Bluetooth wireless image transfer, and this looks promising for convenient wireless transport of smaller images from camera to PC or peripheral. Sony's recently announced DSC-FX77 uses Bluetooth, for example. Initial versions of Bluetooth had peak data transfer rates of just over 400 Kbps. But even at the latest speeds of approximately 720 Kbps, a single 2MB image would take 23 seconds to transfer. This is too slow for a convenient digital camera interface. The advent of Bluetooth 2.0, with speeds ranging from 4.8Mbps to 12 Mbps, will make this I/O interface much more usable.

Film Photography

Film Background

Color film photography is a technology rich in history and closely tied to the art world. Eastman Kodak popularized color photography after the introduction of Kodachrome slide film in 1935. Color print photography using 35mm film grew rapidly in 1961 after the introduction of Kodacolor II print film.

The central feature of film photography is the photosensitive silver halide crystal, embedded in a gel and painted onto a flexible perforated strip. Silver halide crystals, sensitized to different colors of light and layered in gelatin, react to exposure to light to form a latent image. Upon development, exposed crystals are oxidized and turn dark. Thus lighter areas on the negative film represent areas of less exposure to light, so a negative image is produced. The last decades have seen great refinement in the sensitivity and quality of film emulsions produced. Current generations of film may be considered the stable end product of this development.

An interesting perspective: Film photography is by its nature a digital media. A grain of silver halide is either 'on' or 'off.' A broad distribution of sensitivity in these crystals results in a wide latitude of exposure. The film sensitivity distribution is roughly logarithmic in nature, corresponding well to the way people perceive light.

Film vs. Digital Resolution

Photographic films are chemical photosensors with performance defined largely by their sensitivity and the size of the photosensitive crystals in them. Silver halide crystals in a typical ISO 200 film have a grain size of about 1 micron. They are dispersed randomly throughout the layers of emulsion in a film. Faster films use larger grains and hence have more noticeable grain texture in the resulting images. Here is where a direct comparison to digital capture starts to break down. There is no thoroughly satisfying correspondence between number of film grains and number of pixels in a digital camera. Instead, it's best to look at the ability to distinguish detail and the level of noise in an image under differing conditions. Film is rated with a resolving power, or number of line pairs which can be seen. For a color film, a 50 line pairs per mm rating for a normal contrast image is considered a good rating. That said, a film must function together with a camera and lens. The net resolution achieved is the relevant measurement standard. An outstanding analysis of system resolution discusses the relative resolution metrics for film and digital cameras. Using this analysis, a quality color film and extremely strong 35mm film camera system yields about 47 line pairs per mm.

This is very similar - slightly less than the 54 line pairs per mm of resolving power of the Canon EOS 60D, and one has a first metric for resolution of film versus digital. This 6MP digital camera and a quality color film camera stand at rough equivalence using this standard of comparison.

Another crucial metric of film is exposure latitude. How far from the ideal level of exposure can the photographer stray before the image is lost. Color print films have a great deal of latitude relative to digital cameras. The ability to capture details in bright and shadow area is quite extreme. A color negative retains data across an intensity range of 1 unit to over 1000 units of light exposure, or 3+ decades. Color transparencies have a more narrow range, (slides) capturing data across a range of 1:100+ units, or 2+ decades. The images stored in a consumer digital camera, at 8 bits, have only 2.5 decades of data. An 8-bit per pixel digital camera has a range of 1:256. In this area, color negative film surpasses digital photography.

Visible grain is yet another applicable metric. How large can an image be printed before the grain structure resulting from the capture and print process is noticeable at a certain viewing distance. Once again, digital and film images have different artifacts, so a single metric is not easily employed. To illustrate, click on the thumb nail images below to see portions of a 6MP Nikon D100 image, a scanned color film image, and an 3MP Olympus D-550 image, each measuring 10% x 10% of the pixels from the original image. The images shown were enlarged to 400x600 pixels so detail can be easily seen.


Digital color image from a Nikon D100 camera. Image courtesy of Phil Askey, Digital Photography Review.

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Professionally scanned color film image from an Olympus Stylus (point and shoot camera), captured with ISO 64 35mm slide film. Image by Andrew Mutz.

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Digital photograph taken with 3MP Olympus D-550, captured at highest quality and representing 1% of the image area. Image by Andrew Mutz.

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All images show a loss of sharpness from the enlargement, but the appearance of grain in the film image represents a perceived drop in quality compared to the superior D100 shot, and the blur in the Olympus digital image is a notch below the quality of the film image.

While generalizing is always dangerous and these images are meant to be illustrative, a rule of thumb appears to be that a well-designed 3MP digital camera can produce images equivalent to a point-and-shoot 35mm using a 200 to 400 speed film. A more sophisticated 6MP camera is needed to meet or exceed the quality attainable with an SLR shooting a moderately fine grained film such as an ISO 100 print film.

An extremely fine grained film can capture images with more than the resolution of the current crop of 6 MP cameras, but in principal should be more than equaled by the newest 11 and 14 MP professional digital SLRs offered by Canon and Kodak respectively.

Optics

Film cameras, as with digital cameras are only as good as the optics used to capture the image. The same considerations of sharpness, light-gathering power, and distortion apply. The generally larger active area of film translates into a typically larger lens for equivalent focal length.

Color Film Formats

Color film is most often used in either 35mm (24x36mm active area) or APS (16.7 mm by 30.2 active area) format. The smaller APS format allows production of smaller cameras at the cost of active area and resolution. In practice, both formats serve well for the production of consumer color prints up to 8" x 10" in size using color film rated ISO 200 or slower. Medium and large film camera formats are primarily used in studio photography and offer more film area and hence resolution.

Digital Photograph Trends

Resolution: How Much is Enough?

Print Applications

Given the sensitivity to contrast noted previously, a picture with true resolution of about 250 dots per inch (dpi) will have no visible artifacts when viewed from a foot away. This is largely born out in examining enlarged images, and in fact most images are well reproduced at 200 dpi provided. Since color artifacts are seen less easily than brightness artifacts, a color photograph with soft color detail rather than sharp brightness detail can be printed with highly pleasing results from 150 dpi resolution. An image with sharp contrast, such as a photo of a black and white document, benefits from higher resolution.

Translated into typical uses for the cameras, a 3MP consumer digital camera can produce highly pleasing 8"x10" enlargements, while the newest generation of professional 6MP cameras is suitable for enlargements of up to 16"x20". That is, 150 to 200 pixels per inch capture-to-print resolution is generally enough to produce a sharp-looking color print. Thus a 1600x2000 pixel image is suitable for an 8"x10" print. A well designed camera such as the Nikon D100 can stretch this to 150 pixels per inch, as little resolution is lost in the optics and image processing steps.

Today's 6 MP digital cameras, such as the Canon D60 or the Nikon D100, can produce extremely satisfactory print enlargements to 16"x20" for softer images, effectively at 150 dpi, and any content should print well up to 11"x14", or about 210 dpi.

It's important to note that each sensor pixel location in a digital camera (except for the Foveon sensor) is only sensitive to one color band, and images are constructed by effectively guessing the color at intermediate locations in the sensor. A 6MP camera typically has three million green pixels, 1.5 million blue pixels, and 1.5 million red pixels. From these six million data points, an 18 million pixel image is constructed. This type of sensor is called a mosaic-filter sensor.

For the vast majority of consumer photo applications, printed and viewed at 4"x6", a 3MP mosaic-filter-sensor camera is a practical compromise, with enough resolution to leave room for cropping or the occasional 8"x10" enlargement.

For professional use, where images are used in full-page print applications or larger, a 6 MP or higher mosaic-based sensor is required.

Screen Applications

Many people are viewing images on 60 to 80 dpi electronic monitors. Images seen on an emissive monitor are typically viewed from longer distance than a paper print, and users are accustomed to less visual sharpness. For these reasons, images of under 1MP are often more than sufficient for display. As higher resolution LCD monitors become more common, the expectation of resolution will likely rise towards the demands of print media.

Bit Depth: The Next Step

From Shadow to Light

Film maintains a real advantage over digital cameras circa late-2002/early 2003 where dynamic range is concerned. Even as consumer digital cameras have achieved parity and more with point-and-shoot film cameras shooting ISO 200 and faster films, they have limited ability to capture scenes which range from deep shadow to bright highlight. The following image, for example, has a white picket fence which looks pure white and devoid of feature, since the camera has allocated the available intensity data to the other features in the photograph.


Section of a photo taken with an Olympus D-550. Note uniform white of fence. Image by Andrew Mutz.

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Capturing More Dynamic Range

In order to capture the range of brightness needed in scenes like this, a sensor with analog-to-digital conversion (ADC) at more than 12 bits would be optimal. In desktop scanners, 16 bit ADC is now commonplace, but this has yet to reach digital photography while the race to larger sensor resolution has been progressing. The logical next step for digital cameras as spatial resolution stabilizes at or above 6 MP will be the incorporation of greater dynamic range of at least 12 bits and ideally 14 bits or more. Capturing more than 12 bits of dynamic range requires another approach at the sensor level.

In January 2003, Fuji announced their fourth generation SuperCCD. The SR version of their sensor pairs one low-sensitivity and one high-sensitivity sensor cell per pixel, enabling the capture of much greater dynamic range. This deliberate tradeoff of resolution for dynamic range is the beginning of what will be a significant and valuable trend for photographers.

SMaL Technology, a Boston-based digital camera firm, is marketing a line of relatively low-resolution (VGA and 1.3MP) cameras which have a wide dynamic range as a core feature. Branded as Autobrite, this technology is described as proprietary.

Storing More Dynamic Range

Storing and representing this data will require modifying or replacing the JPEG file format as currently used. The JPEG 2000 file format, a highly capable but as-yet unpopular standard, does support lossy and lossless compression of 12 bit and 14 bit data. It is one logical choice for carrying this data. While the format has existed for a few years, manufacturers of cameras have not yet embraced it. A more computationally expensive set of algorithms and lack of support in image viewing software are frequently cited as impediments to adoption.

Another approach to storage is being utilized by Eastman Kodak in their newly announced DCS Pro 14n, a 14 MP professional digital SLR. The ERI format uses JPEG for 8 bit data and places the extra dynamic range data in another portion of the data file usually used for header information. Thus the format is downwardly compatible with JPEG. It's a well executed approach, proprietary to Kodak at this time. Tools to use the format are still pending.

Once the data is available in a standard form, a wealth of creative tools or automatic operations can be applied to select the brightness of the desired areas of a photograph. For display on monitors, a reduction to 8 bits must still be done at some point.

Printing requires effectively the same sort of compression. In fact, the dynamic range of photo paper is roughly 100:1. The extra bit depth of capture gives the photographer flexibility in allocating the data captured by the camera to this more confined range.

Painless Printing: The Key to Adoption

To this point, the focus of this article has been imaging performance. The use of a camera for most consumers is more about convenience than about ultimate performance. The original Kodak creed of "you push the button, we do the rest", is still the gauge for usability.

This is an area where digital cameras have generally lagged behind. Until USB made device connectivity straightforward, even transferring images from camera to a PC was awkward. Printing pictures involved buying and managing supplies of costly photo paper and ink, and carefully composing the images on paper to maximize usage. The latest operatings systems, such as Windows XP, deserve particular credit for simplifying image upload and printing functionality. At an average cost per 4"x6" photo of $0.50-$1.00, digital photography has thus far been less convenient and more expensive than dropping a roll of film off at the local store.

Two rapidly growing trends are dissolving this barrier. The first, the adoption of digital photofinishing via the internet and local stores, is expected to be largely available sometime in 2003. These digital photofinishing stations have already been widely installed. Once availability is common, outside printing of digital images will be at least on par with film.

The second trend easing printing will be the combination of direct-to-printer connectivity with lower media prices. While many PC users are comfortable managing their photo-processing, a large number of amateur photographers would prefer generating prints directly from the camera to the printer. Hewlett-Packard has released the Photosmart line of printers, incorporating media slots for CompactFlash and other Flash memory media. This enables the printing of both contact sheets and various size prints directly from media. Other technology trends in this area will involve direct connectivity from the camera. The adoption of a USB standard designed for inter-device connectivity, USB On The Go , will be an important element of this trend.

The cost of producing digital prints is beginning to decline. Digital photo paper, last year priced at $0.80 per sheet, has dropped under $0.50 to as little as $0.10 per paper-size sheet for discount brands. The cost of ink is also showing signs of dropping. While a full-page photo printed with an HP printer will consume over $1.00 of ink, based on HP's ink consumption rating, the more frugal Canon printers reduce that to about $0.50. Ink costs appear to be the next frontier in price battles between printer companies as more consumers seek to adopt digital photo printing and see their digital prints coming in well above the costs of sending data to Shutterfly or Ofoto.

Conclusion

The consumer and professional photographic space is in the midst of a renaissance, as digital photography raises the level of convenience and flexibility of photography for consumers. The rate of adoption is swift, and today's technology provides the necessary quality and functionality for continued conversion.

Film maintains superiority over digital images in all but professional digital cameras with regard to exposure latitude and dynamic range. The next competitive feature in digital cameras after resolution will be bit-depth.

More convenient and lower cost printing will serve to motivate the near-total conversion of photography from a chemical to a digital process within the next several years.

 

If you have any questions or comments regarding this article, please do not hesitate to e-mail comments@codesta.com!

 

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