Signal Processing - September 2016 - 24

Lens-Based Cameras

Examples
DSLR Camera
Microscope

Captured Image

Sensor

Lens

Telescope

(a)
Lensless Cameras

Reconstructed Image

Mask Sensor

Examples
Lensless Compessive
Imaging [11]

Captured Data

Wide-Field On-Chip
Microscopy [24]

Diffraction Grating [16]

FlatCam (Second Prototype)

40 µm

Fiber

(b)

Figure 1. Lensed versus lensless imaging. (a) An illustration of a lens-based camera, where a lens maps the scene onto a sensor to form a clear image.
A few examples of lens-based systems are shown. (b) The process of capturing an image using a lensless camera. An additional step of computation is
required to reconstruct a clear image from the muddled sensor data. A few examples of lensless cameras [11], [16], [24] and our prototype based on [31]
are also shown. (Figure adapted with permission from Macmillan Publishers Ltd: Nature Methods [24], copyright 2012.)

the sensor. Coded aperture cameras improve the light efficiency
using a mask with an array of pinholes. The sensor measurements become a superposition of the images formed by each
aperture, and the computational recovery algorithm's task is to
reorganize the measurements to recover the image.
There are many benefits to going lensless;
■ Scalable fabrication. Lensless cameras can be directly fabricated using traditional semiconductor fabrication technology. For example, a multiple-aperture mask can be fabricated
either directly in one of the metal interconnect layers or on a
separate wafer thermal compression that is bonded to the
back side of the sensor, as is typical for back-side-illuminated image sensors [1]. Thus, lensless cameras can benefit
from all of the scaling advantages of semiconductor fabrication, resulting in a low-cost, high-yield, high-performance
device. In contrast, conventional cameras require inefficient
post-fabrication assembly of the lens system.
■ Thin form factor. Since the standoff distance between a
multiple-aperture mask and the image sensor array need only
24

■

■

■

IEEE SIgnal ProcESSIng MagazInE

be a few tens to hundreds of microns, an entire lensless camera can be only a few tens to hundreds of microns thick-
resulting in potentially the thinnest cameras ever produced.
Wavelength scaling. Lensless cameras have been used for
X-ray, gamma-ray, and astronomical imaging for decades.
Lensless imaging in the visible, short-wave infrared (SWIR),
and thermal wavebands is relatively new. Moreover, the technology can also be expanded to the mm-wave, terahertz, and
other bands with minimal modifications, providing
unmatched spectral flexibility.
Low cost. While the cost of high-resolution cameras has
fallen rapidly in the visible range, it remains high outside the
visible range (e.g., infrared). One reason is that lenses for
these wavelengths must be manufactured using expensive
materials. By doing away with lenses and the need for postfabrication assembly, lensless cameras promise significant
cost reductions for imaging outside the visible spectrum.
Nonplanar geometries. Lensless cameras can be adapted
to arbitrary sensor geometries, including not just planar but

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September 2016

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Table of Contents for the Digital Edition of Signal Processing - September 2016

Signal Processing - September 2016 - Cover1
Signal Processing - September 2016 - Cover2
Signal Processing - September 2016 - 1
Signal Processing - September 2016 - 2
Signal Processing - September 2016 - 3
Signal Processing - September 2016 - 4
Signal Processing - September 2016 - 5
Signal Processing - September 2016 - 6
Signal Processing - September 2016 - 7
Signal Processing - September 2016 - 8
Signal Processing - September 2016 - 9
Signal Processing - September 2016 - 10
Signal Processing - September 2016 - 11
Signal Processing - September 2016 - 12
Signal Processing - September 2016 - 13
Signal Processing - September 2016 - 14
Signal Processing - September 2016 - 15
Signal Processing - September 2016 - 16
Signal Processing - September 2016 - 17
Signal Processing - September 2016 - 18
Signal Processing - September 2016 - 19
Signal Processing - September 2016 - 20
Signal Processing - September 2016 - 21
Signal Processing - September 2016 - 22
Signal Processing - September 2016 - 23
Signal Processing - September 2016 - 24
Signal Processing - September 2016 - 25
Signal Processing - September 2016 - 26
Signal Processing - September 2016 - 27
Signal Processing - September 2016 - 28
Signal Processing - September 2016 - 29
Signal Processing - September 2016 - 30
Signal Processing - September 2016 - 31
Signal Processing - September 2016 - 32
Signal Processing - September 2016 - 33
Signal Processing - September 2016 - 34
Signal Processing - September 2016 - 35
Signal Processing - September 2016 - 36
Signal Processing - September 2016 - 37
Signal Processing - September 2016 - 38
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Signal Processing - September 2016 - 40
Signal Processing - September 2016 - 41
Signal Processing - September 2016 - 42
Signal Processing - September 2016 - 43
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Signal Processing - September 2016 - 45
Signal Processing - September 2016 - 46
Signal Processing - September 2016 - 47
Signal Processing - September 2016 - 48
Signal Processing - September 2016 - 49
Signal Processing - September 2016 - 50
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Signal Processing - September 2016 - 60
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Signal Processing - September 2016 - 70
Signal Processing - September 2016 - 71
Signal Processing - September 2016 - 72
Signal Processing - September 2016 - 73
Signal Processing - September 2016 - 74
Signal Processing - September 2016 - 75
Signal Processing - September 2016 - 76
Signal Processing - September 2016 - 77
Signal Processing - September 2016 - 78
Signal Processing - September 2016 - 79
Signal Processing - September 2016 - 80
Signal Processing - September 2016 - 81
Signal Processing - September 2016 - 82
Signal Processing - September 2016 - 83
Signal Processing - September 2016 - 84
Signal Processing - September 2016 - 85
Signal Processing - September 2016 - 86
Signal Processing - September 2016 - 87
Signal Processing - September 2016 - 88
Signal Processing - September 2016 - 89
Signal Processing - September 2016 - 90
Signal Processing - September 2016 - 91
Signal Processing - September 2016 - 92
Signal Processing - September 2016 - 93
Signal Processing - September 2016 - 94
Signal Processing - September 2016 - 95
Signal Processing - September 2016 - 96
Signal Processing - September 2016 - 97
Signal Processing - September 2016 - 98
Signal Processing - September 2016 - 99
Signal Processing - September 2016 - 100
Signal Processing - September 2016 - 101
Signal Processing - September 2016 - 102
Signal Processing - September 2016 - 103
Signal Processing - September 2016 - 104
Signal Processing - September 2016 - 105
Signal Processing - September 2016 - 106
Signal Processing - September 2016 - 107
Signal Processing - September 2016 - 108
Signal Processing - September 2016 - 109
Signal Processing - September 2016 - 110
Signal Processing - September 2016 - 111
Signal Processing - September 2016 - 112
Signal Processing - September 2016 - 113
Signal Processing - September 2016 - 114
Signal Processing - September 2016 - 115
Signal Processing - September 2016 - 116
Signal Processing - September 2016 - 117
Signal Processing - September 2016 - 118
Signal Processing - September 2016 - 119
Signal Processing - September 2016 - 120
Signal Processing - September 2016 - 121
Signal Processing - September 2016 - 122
Signal Processing - September 2016 - 123
Signal Processing - September 2016 - 124
Signal Processing - September 2016 - 125
Signal Processing - September 2016 - 126
Signal Processing - September 2016 - 127
Signal Processing - September 2016 - 128
Signal Processing - September 2016 - 129
Signal Processing - September 2016 - 130
Signal Processing - September 2016 - 131
Signal Processing - September 2016 - 132
Signal Processing - September 2016 - 133
Signal Processing - September 2016 - 134
Signal Processing - September 2016 - 135
Signal Processing - September 2016 - 136
Signal Processing - September 2016 - 137
Signal Processing - September 2016 - 138
Signal Processing - September 2016 - 139
Signal Processing - September 2016 - 140
Signal Processing - September 2016 - 141
Signal Processing - September 2016 - 142
Signal Processing - September 2016 - 143
Signal Processing - September 2016 - 144
Signal Processing - September 2016 - 145
Signal Processing - September 2016 - 146
Signal Processing - September 2016 - 147
Signal Processing - September 2016 - 148
Signal Processing - September 2016 - 149
Signal Processing - September 2016 - 150
Signal Processing - September 2016 - 151
Signal Processing - September 2016 - 152
Signal Processing - September 2016 - 153
Signal Processing - September 2016 - 154
Signal Processing - September 2016 - 155
Signal Processing - September 2016 - 156
Signal Processing - September 2016 - 157
Signal Processing - September 2016 - 158
Signal Processing - September 2016 - 159
Signal Processing - September 2016 - 160
Signal Processing - September 2016 - 161
Signal Processing - September 2016 - 162
Signal Processing - September 2016 - 163
Signal Processing - September 2016 - 164
Signal Processing - September 2016 - 165
Signal Processing - September 2016 - 166
Signal Processing - September 2016 - 167
Signal Processing - September 2016 - 168
Signal Processing - September 2016 - 169
Signal Processing - September 2016 - 170
Signal Processing - September 2016 - 171
Signal Processing - September 2016 - 172
Signal Processing - September 2016 - 173
Signal Processing - September 2016 - 174
Signal Processing - September 2016 - 175
Signal Processing - September 2016 - 176
Signal Processing - September 2016 - Cover3
Signal Processing - September 2016 - Cover4
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