Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 10 of 10 for “"computation efficient"”.
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Data and Computation Efficient Meta-Learning
… data and where a mobile device is the means for computation. We define a data efficient machine learning system to be one that can learn a new concept from only a few examples (or shots) and a computation efficient machine learning system to be one that can learn a new concept rapidly without …
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ATPG based Preimage Computation: Efficient Search Space Pruning using ZBDD
Preimage Computation is a fundamental step in Formal Verification of VLSI designs. Conventional OBDD-based methods for Formal Verification suffer from spatial explosion, since large designs can blow up in terms of memory. On the other hand, SAT/ATPG based methods are less demanding on memory. But …
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Riffle : an efficient communication system with strong anonymity
… systems, however, sacrifice anonymity for efficient communication or vice-versa. Onion-routing achieves low latency, high bandwidth, and scalable anonymous communication, but is susceptible to traffic analysis attacks. Designs based on DC-Nets, on the other hand, protect the users against …
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Learning Efficient Deep Feature Extraction For Mobile Ocular Biometrics
… large, which renders them memory intensive and computationally costly to deploy on a mobile device. In this work, we propose CNN based robust subject-independent feature extraction for ocular biometric recognition, which is memory and computation efficient. We evaluated our proposed method on …
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Visual Place Recognition under Severe Viewpoint and Appearance Changes
… deep CNNs for VPR, the significant computation- and memory-overhead limit their practical deployment for resource constrained mobile robots. This thesis investigates the utility of shallow CNNs for power-efficient VPR applications. The proposed VPR frameworks focus on novel image …
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City-scale Cross-view Geolocalization with Generalization to Unseen Environments
… agent in a GPS-denied environment while scaling efficiently to city-sized regions in unseen environments and working with either panoramic or non-panoramic cameras. One contribution is a trinomial loss function that enables accurate and computation-efficient localization across city-scale search …
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Algorithms and Low Cost Architectures for Trace Buffer-Based Silicon Debug
… functions, namely difference vector computation, efficient ordering of trace flip-flops and alternate vector reversal that reduces the entropy of the trace data, making them more amenable for compression. The order of the trace flip-flops is computed off-chip using a probabilistic …
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Enable Intelligence on Billion Devices with Deep Learning
… because most AI applications requires high computational power, which is technically unaffordable for resource-constrained edge devices. Edge computing pushes the cloud services from the network core to the network edge, and hence bridging devices with edge servers can alleviate the …
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AI-powered Data Mining for the Development of Sustainable Concrete Materials
… inference accuracy in a time-, cost-, and computation-efficient manner, outperforming the GPT-3.5 in-context learning baseline by over 20%. A knowledge graph is constructed with the literature-mined data, offering insights to promote alternative material substitution strategies in concrete …
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Scalable foundation models
The continual growth in computational resources and human annotators, driven by advances in hardware architecture and the increasing accessibility of crowdsourcing platforms, has created unprecedented opportunities for artificial intelligence (AI) models. However, without scalable AI solutions …