Thinking spatial by Mohamed F. Mokbel (19652410)

“…Examples include database systems, big data systems, data streaming systems, and machine learning systems. The vast majority of these systems are ill equipped in terms of supporting spatial data. …”

Multilayer Transcoding with format portability for multicasting of single-layered video by Shanableh, Tamer

“…This paper proposes a novel multilayer video transcoding approach for multicasting pre-encoded video to heterogeneous end-systems via diverse grouping of networks. Multilayer transcoding is first addressed by means of multi-quality or SNR scalability of the MPEG-2 standard. …”
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EMO-MoviNet: Enhancing Action Recognition in Videos with EvoNorm, Mish Activation, and Optimal Frame Selection for Efficient Mobile Deployment by Tarique Hussain (5946023)

“…The asterisk notation indicates that this model also incorporates the stream buffer concept. The Mobile Video Network (MoviNet) is a member of the memory-efficient architectures discovered through Neural Architecture Search (NAS), which balances accuracy and efficiency by integrating spatial, temporal, and spatio-temporal operations. …”

Liposomal drug release using ultrasound and modeling release dynamics for model predictive controller design by Moussa, Hesham Gamal

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Vegetation communities and identification of indicator species in the riparian areas of Zabarwan mountain range in the Kashmir Himalaya by Shiekh Marifatul Haq (16538978)

“…Although relatively narrow and long, riparian zones do provide an extensive spatially linear network of connectivity between existing habitats, allowing species to move more easily in response to changing microclimate conditions. …”