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We note that the motion information can be estimated by optical flow. Exploiting an optical flow estimator to capture motion information and align neighboring frames is a common strategy in video restoration (Makansi et al., 2017; Su et al., 2017; Xue et al., 2019; Pan et al., 2020). Previous flow-based methods mainly adopt the pre-warping strategy. Specifically, they employ an optical flow estimator to produce motion offsets, warp neighboring frames, and align regions corresponding to the same object but misaligned in neighboring image or feature domains. This scheme suffers from the following issues: (i) The interpolating operations in the warping module modify the original image information. As a result, some critical image priors such as self-similarity and sharp textures may be sacrificed. Undesirable artifacts may be introduced to the restored video. The deblurring performance may degrade. The frame alignment and subsequent representation aggregation are separated. This paradigm is inflexible. Does not make full use of optical flow.|The iBreath Alcohol Breathalyzer plugs into the base of an iPhone. See more pictures of essential gadgets. After a night out on the town filled with fun and a little alcohol consumption, how is a hipster supposed to know if it's safe to get behind the wheel of a car? If the hipster happens to own an iBreath Breathalyzer, the answer could be just a puff of air away. The iBreath Alcohol Breathalyzer is a handy little device that you can plug into the base of an iPhone or iPod. It features a small light-emitting diode (LED) screen, six simple buttons and a flip-out tube. After activating the breathalyzer function, you can blow a steady stream of air into the tube and the device will give you a readout of your estimated blood alcohol content (BAC). To top it all off, the device also has an FM transmitter. The connection between the two devices serves two purposes. First, it provides power to the iBreath analyzer.




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