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This tends to make it exceedingly tough to deploy these systems on low power embedded devices. Hence, the importance of decreasing the storage needs and the amount of computation in such models is paramount. The not too long ago proposed Lottery Ticket Hypothesis states that deep neural networks educated on massive datasets include smaller sized subnetworks that realize on par overall performance as the dense networks. In this work, we perform the very first empirical study investigating LTH for model pruning in the context of object detection, instance segmentation, and keypoint estimation.
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To further evaluate our hypothesis on another network that demands late resetting, we study the similar quantities for VGG19 in Figure four . These benefits again assistance our proposed partnership in between late resetting and stability. Resetting to iteration does not generate winning tickets likewise, at iteration , the winning ticket and random ticket are equally unstable. With late resetting, stability swiftly improves, reaching a plateau from iteration 100 to iteration 500.
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