Methods and systems for deblurring blurry images

    公开(公告)号:US11741579B2

    公开(公告)日:2023-08-29

    申请号:US17098605

    申请日:2020-11-16

    IPC分类号: G06T5/00 G06N3/08

    摘要: Methods and systems for image deblurring are described. The weights of a deblurring network are first trained by meta-training the deblurring network on both a primary deblurring task and an auxiliary reconstruction task. Application-time training of the deblurring network is then performed, using an application-time blurry input image, to obtain values of application-time trained weights. Application-time training includes performing the auxiliary reconstruction task on the application-time blurry input image, and updating the weights of the deblurring network based on an auxiliary loss computed from the auxiliary reconstruction task. A deblurred output image is generated from the application-time blurry input image, using the application-time trained weights in the deblurring network.

    METHODS AND SYSTEMS FOR DEBLURRING BLURRY IMAGES

    公开(公告)号:US20220156891A1

    公开(公告)日:2022-05-19

    申请号:US17098605

    申请日:2020-11-16

    IPC分类号: G06T5/00 G06N3/08

    摘要: Methods and systems for image deblurring are described. The weights of a deblurring network are first trained by meta-training the deblurring network on both a primary deblurring task and an auxiliary reconstruction task. Application-time training of the deblurring network is then performed, using an application-time blurry input image, to obtain values of application-time trained weights. Application-time training includes performing the auxiliary reconstruction task on the application-time blurry input image, and updating the weights of the deblurring network based on an auxiliary loss computed from the auxiliary reconstruction task. A deblurred output image is generated from the application-time blurry input image, using the application-time trained weights in the deblurring network.

    VOLTAGE CLAMPING CIRCUIT
    8.
    发明申请
    VOLTAGE CLAMPING CIRCUIT 有权
    电压钳位电路

    公开(公告)号:US20160126727A1

    公开(公告)日:2016-05-05

    申请号:US14677921

    申请日:2015-04-02

    IPC分类号: H02H9/04

    摘要: A voltage supply for providing a clamped voltage to a circuit element to be protected against electrical overstress (EOS) has a reference voltage module and a voltage clamp module. The reference voltage module has a first field-effect transistor (FET) whose source and drain are connected in series between a programmable reference current source and a first resistor across a power supply. The gate of the first FET is connected to its drain to provide a reference voltage defined by the reference current flowing in the first resistor. The voltage clamp module has a second FET whose gate receives the reference voltage and whose source is connected to provide to the protected circuit element the clamped voltage whose variation is limited by the reference voltage.

    摘要翻译: 用于向要被保护以防止电过压(EOS)的电路元件提供钳位电压的电压源具有参考电压模块和电压钳模块。 参考电压模块具有第一场效应晶体管(FET),其源极和漏极串联在可编程参考电流源和跨电源的第一电阻之间。 第一FET的栅极连接到其漏极,以提供由在第一电阻器中流动的参考电流限定的参考电压。 电压钳模块具有第二FET,其栅极接收参考电压,并且其源极连接以向受保护的电路元件提供变化受参考电压限制的钳位电压。

    Super-Transparent Electrodes for Photovoltaic Applications
    9.
    发明申请
    Super-Transparent Electrodes for Photovoltaic Applications 审中-公开
    用于光伏应用的超透明电极

    公开(公告)号:US20150107660A1

    公开(公告)日:2015-04-23

    申请号:US14129428

    申请日:2012-06-27

    摘要: Super-transparent electrodes for photovoltaic applications are disclosed. In some embodiments, a photovoltaic cell (1) includes an absorber material (16) capable of absorbing solar energy and converting the absorbed energy into electrical current; a window electrode (10) disposed on a light-entry surface of the absorber material (16), the window electrode (10) comprising an anti-reflective coating (ARC) layer (12) and a metallic layer (13), and a rear electrode (18) disposed on a surface of the absorber material (16) in opposing relation to the window electrode (10), wherein the rear electrode (18) in combination with the window electrode (10) are configured to collect electrical current generated in the absorber material (16).

    摘要翻译: 公开了用于光伏应用的超透明电极。 在一些实施例中,光伏电池(1)包括能吸收太阳能并将吸收的能量转换成电流的吸收材料(16) 设置在吸收体材料(16)的光入射面上的窗口电极(10),所述窗口电极(10)包括抗反射涂层(ARC)层(12)和金属层(13),以及 所述后电极(18)与所述窗电极(10)相对设置在所述吸收体材料(16)的表面上,其中与所述窗电极(10)组合的所述后电极(18)被构造成收集产生的电流 在吸收材料(16)中。

    TRUE RANDOM NUMBER GENERATOR WITH REPEATEDLY ACTIVATED OSCILLATOR
    10.
    发明申请
    TRUE RANDOM NUMBER GENERATOR WITH REPEATEDLY ACTIVATED OSCILLATOR 有权
    具有重复激活振荡器的真实随机数发生器

    公开(公告)号:US20150106415A1

    公开(公告)日:2015-04-16

    申请号:US14461445

    申请日:2014-08-18

    IPC分类号: G06F7/58 H03K3/03

    CPC分类号: G06F7/588 H03K3/0315 H03K3/84

    摘要: A true random number generator (RNG) has one or more oscillators and an output register for storing a random number output. Each of the oscillators is activated, successively, in a free-running oscillation phase, and a capture phase during which the oscillator is quiescent. The output register latches during the capture phase of each oscillator an end state of that oscillator at or close to the end of its oscillation phase. The random number output is derived from the latched end states.

    摘要翻译: 真正的随机数生成器(RNG)具有一个或多个振荡器和用于存储随机数输出的输出寄存器。 每个振荡器依次被激活,处于自由运行的振荡阶段以及振荡器静止期间的捕获阶段。 输出寄存器在每个振荡器的捕获阶段锁存该振荡器的结束状态或接近其振荡阶段的结束。 随机数输出是从锁存结束状态得出的。