| Literature DB >> 35974040 |
Jiaju Ma1, Dexue Zhang2, Dakota Robledo2, Leo Anzagira2, Saleh Masoodian2.
Abstract
Superior low-light and high dynamic range (HDR) imaging performance with ultra-high pixel resolution are widely sought after in the imaging world. The quanta image sensor (QIS) concept was proposed in 2005 as the next paradigm in solid-state image sensors after charge coupled devices (CCD) and complementary metal oxide semiconductor (CMOS) active pixel sensors. This next-generation image sensor would contain hundreds of millions to billions of small pixels with photon-number-resolving and HDR capabilities, providing superior imaging performance over CCD and conventional CMOS sensors. In this article, we present a 163 megapixel QIS that enables both reliable photon-number-resolving and high dynamic range imaging in a single device. This is the highest pixel resolution ever reported among low-noise image sensors with photon-number-resolving capability. This QIS was fabricated with a standard, state-of-the-art CMOS process with 2-layer wafer stacking and backside illumination. Reliable photon-number-resolving is demonstrated with an average read noise of 0.35 e- rms at room temperature operation, enabling industry leading low-light imaging performance. Additionally, a dynamic range of 95 dB is realized due to the extremely low noise floor and an extended full-well capacity of 20k e-. The design, operating principles, experimental results, and imaging performance of this QIS device are discussed.Entities:
Year: 2022 PMID: 35974040 PMCID: PMC9381803 DOI: 10.1038/s41598-022-17952-z
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.996
Figure 1Illustrations of the architecture and the QIS. (a) Illustration of the structure of the wafer-to-wafer hybrid bonding connections. (b) Illustration of the cross-section of the sensor. (c) Schematic of the pixel clusters and the readout circuit clusters on the ASIC substrate. (d) Readout scheme and architecture of the readout clusters on the ASIC substrate.
Figure 2Illustrations of the operating timing of the QIS. (a) Simplified sensor operating timing diagram for the single-pixel-gain readout mode. In this example, CMS-4 readout is being used. (b) Simplified sensor operating timing diagram for the dual-pixel-gain readout mode. In this example, CMS-4 readout is being used.
Figure 3(a) The test system developed for the evaluation of the sensor that includes a main PCB, a COB PCB, and a FPGA PCB. (b) The photo of the sensor on the COB board shot from the backside of the pixel array (illumination side).
Figure 4Key sensor performance. (a) Photon counting histogram formed with the data from one pixel in 12,000 frames. The sensor data is well aligned with the distribution predicted by the theoretical Poisson-Gaussian model with 6.9e- average signal and 0.3e- read noise. The results are also compared with a model response of a sensor with 0.5e- read noise (e.g., sCMOS sensor), and the model shows no distinctive photon quantization or photon number resolving capability. (b) Inverse cumulative density function (I-CDF) of read noise distribution across the pixel array with CDS, CMS4, and CMS8 readout. (c) Average signal and signal-to-noise ratio vs. normalized exposure time under HCG and LCG modes with full resolution and 2 × 2 binning. (d) Quantum efficiency curves of the sensor in RGB channels from 400 to 1000 nm. (e) Distribution of power consumption in different domains on the sensor with PGA enabled and disabled.
Performance summary and comparison with the state-of-the-art image sensors.
| Parameter | This work | State-of-the-art cellphone CIS[ | State-of-the-art sCMOS[ | State-of-the-art EMCCD[ |
|---|---|---|---|---|
| Manufacturing process | 45 nm/65 nm stacked BSI | 40 nm/22 nm stacked BSI | ||
| Pixel resolution | 14,464 (H) × 11,264 (V) 163MP | 16,384 (H) × 12,288 (V) 200MP | 4096 (H) × 2300 (V) 9MP | 1024 (H) × 1024 (V) 1MP |
| Pixel pitch size | 1.1 µm | 0.612 µm | 4.6 µm | 13 µm |
| Pixel architecture | 2 × 2 shared readout with DPG | 4 × 2 shared readout | ||
| Full-well capacity | 5000 e- @ full-resolution 20,000 e- @ 2 × 2 binning | 5000 e- | 7000 e- | 80,000 e- |
| Read noise | 1.60 e- rms @ 16 V/V analog-gain | 0.5 e- rms @ 32 V/V analog gain | < 1 e-@1000 V/V gain | |
| Single-exposure dynamic range | 70 dB | 83 dB | ||
| Peak QE | 87% | > 85% | 95% | |
| Dark current density @ 60 °C | 3.47 e-/sec/µm2 | 3.02 e-/sec/µm2
| 156.30 e-/sec/µm2 | |
| Max frame rate | 7.5 fps @ 163MP 30 fps @ 2 × 2 binning, 41 MP | 8 fps @ 200MP 24 fps @ 50MP | 120 fps@9MP | 20 fps @ 1MP |
| Power consumption | 3.86 W (30 fps, 14bit, w/PGA) 1.32 W (30 fps, 14bit, w/o PGA) | 1.25 W(maxfps, 10bit) | 1.8 W(max fps, 11bit) | |
| FOM (Eq. ( | 1.21 e-pJ/pixel/LSB (8 fps, 10bit) | 0.39 e-pJ/pixel/LSB (120 fps, 11bit) |
Significant values are in bold.
Figure 5Sample images under office lighting condition (~ 400 lx) and ultra-low-light condition (110mlux). The high-light images were taken with F/4 lens and 40 ms exposure time, and the low-light images were taken with F/1.4 lens and 160 ms exposure time. (a) Full-resolution sample image under ~ 400 lx with demosaicing, white-balance, color correction matrix, and gamma correction applied. (b) Comparison of spatial resolution with 2 × 2 binning and full resolution. (c) 2 × 2 binning sample image under 110mlux with demosaicing, white-balance, color correction matrix, and gamma correction applied. (d) Comparison of spatial resolution with full resolution, 2 × 2 binning and 4 × 4 binning (2 × 2 charge binning + 2 × 2 digital binning).
Figure 6Sample images under HDR condition with and without DPG operation. The sample images were taken 2 × 2 binning with a F/8.0 lens and 100 ms exposure time. (a) HCG only. (b) DPG mode.