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Finally, we present our main contribution which is an approximate online solution with bounded memory and computation which is capable of handling videos of arbitrary length while performing tracking in real time. We demonstrate the effectiveness of our algorithms on the KITTI and PETS2009 benchmarks and show state-of-the-art performance, while being significantly faster than existing solvers. While principal component analysis (PCA) can reduce data size, and scalable solutions exist, it is well-known that outliers can arbitrarily corrupt the results. Unfortunately, state-of-the-art approaches for robust PCA are not scalable. We note that in a zero-mean dataset, each observation spans a one-dimensional subspace, giving a point on the Grassmann manifold. We show that the average subspace corresponds to the leading principal component for Gaussian data. We provide a simple algorithm for computing this Grassmann Average (GA), and show that the subspace estimate is less sensitive to outliers than PCA for general distributions. Because averages can be efficiently computed, we immediately gain scalability. We exploit robust averaging to formulate the Robust Grassmann Average (RGA) as a form of robust PCA. The resulting Trimmed Grassmann Average (TGA) is appropriate for computer vision because it is robust to pixel outliers. The algorithm has linear computational complexity and minimal memory requirements. We demonstrate TGA for background modeling, video restoration, and shadow removal.
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Heavy Industries Minister Mr. Praful Patel is supposed to have opposed it in a letter to the Finance Minister, Pranab Mukherjee. Howsoever tempting it might be for Mr. Mukherjee in the context of raising revenues, such a cess, if imposed, will be akin to correcting one wrong with another. The basic problem is with the fuel pricing policy of the government and not with the car companies. That cannot be corrected with another flawed policy on taxing automobiles. A cess on diesel cars will surely put a brake on demand, slowing down sales of such cars. But how fair is it to change policies on such critical issues after car companies have already invested heavily depending on stability of policy. And again, what about the stock of diesel cars that are already on the road. Is it in the interest of the government to mess with an industry that is one of the biggest employers. There have been suggestions for a dual pricing policy for diesel. Cars will be charged a higher price than goods carriers and tractors.
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Though I don't like his idea about relief writers, I do think that John made a very good point about book endings. This may happen for several reasons. 1. The writer may simply have grown tired of his story. He's been dealing too long with the same old characters, the same old plot, and he wants to get it over with so he can move on to fresh material. 2. The opposite. He is so caught up in his material, so excited, that he's racing through it. He's plunging forward as fast as he can, skimping on details, writing the first thing that pops into his mind because he just can't wait to find out what'll happen next. (I plead guilty. 3. A deadline is approaching, so he cuts corners in order to reach the finish as fast as possible.