MACGAN: An All-in-One Image Restoration Under Adverse Conditions Using Multidomain Attention-Based Conditional GAN by Maria Siddiqua (17949149)

“…The MACGAN is a lightweight network with four encoder and decoder blocks and multiple attention blocks in between, which enhances the image restoration process by focusing on the most important features. …”

Deep learning-driven segmentation of ischemic stroke lesions using multi-channel MRI by Ashiqur Rahman (3969347)

“…The proposed architecture integrates DenseNet121 as the encoder with Self-Organized Operational Neural Networks (SelfONN) in the decoder, enhanced by Channel and Space Compound Attention (CSCA) and Double Squeeze-and-Excitation (DSE) blocks. …”

Household-Level Energy Forecasting in Smart Buildings Using a Novel Hybrid Deep Learning Model by Dabeeruddin Syed (16864260)

“…The proposed model is evaluated on two benchmark energy consumption datasets yielding superior performance in terms of accuracy when compared with widely used hybrid models such as Convolutional (Conv) Neural Network-LSTM, ConvLSTM, LSTM encoder-decoder model, stacking models, etc. A mean absolute percentage error (MAPE) of 2.00% for case study 1 and a MAPE of 3.71% for case study 2 is obtained for the proposed forecasting DL model in comparison with LSTM-based models that yielded 7.80% MAPE and 5.099% MAPE for two datasets respectively. …”

Lite-SignVLM: An Efficiency-Oriented Framework for Sign Language Recognition with Temporal Storyboards by Aoudia, Meriem

“…First, we introduce a storyboard-based video representation that encodes the full temporal progression of a sign into a single structured RGB image. …”
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Detection of Double and Triple Compression in Videos for Digital Forensics Using Machine Learning by Youssef, Seba

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An End-to-End Deep Learning Framework for Real-Time Denoising of Heart Sounds for Cardiac Disease Detection in Unseen Noise by Shams Nafisa Ali (17949191)

“…In this study, we present a novel deep encoder-decoder-based denoising architecture (LU-Net) to suppress ambient and internal lung sound noises. …”

Trellis coded modulation with outer RS codes for communication overRayleigh fading channels by Al-Semari, S.

“…RS codes are used to combat further the fading effects that could not be compensated by the inner TCM decoder. Results obtained indicate that the use of the proposed system does provide a significant reduction in the bit error probability while maintaining an acceptable bandwidth efficiency…”
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Differential space-time ultra-wideband communications by Abou-Rjeily, C.

“…The second scheme encodes different symbols with two transmit antennas. …”
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Efficient O(n) BIST algorithms for DDNPS faults in dual portmemories by Amin, A.A.

“…New fault models for both the memory array and the address decoders are proposed and efficient O(n) test algorithms are presented. …”
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Generic DFT approach for pattern sensitive faults in word-orientedmemories by Amin, A.A.

“…The inputs of the column decoders are modified to allow parallel writing into multiple words, and coincidence comparators are added to allow parallel verification of row data with minimal effect on chip area and performance…”
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Virtual pretreatment patient‐specific quality assurance of volumetric modulated arc therapy using deep learning by SA Yoganathan (17760132)

“…</p><h3>Methods and materials</h3><p dir="ltr">A novel training method called “dual training,” which involves the training of the encoder and decoder separately, was proposed and evaluated for cycle GAN (cycle‐GAN) and conditional GAN (c‐GAN). …”

Design and analysis of a high-speed sense amplifier forsingle-transistor nonvolatile memory cells by Amin, A.A.M.

“…Other circuit techniques were used to improve the circuit-noise immunity as well as sensitivity to critical mask misalignments including the use of output latches, dummy bit lines and decoded odd/even reference-memory-cell selection. …”
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A simple analog space-time coded Transmitted-Reference MIMO UWB transceiver by Abou-Rjeily, Chadi

“…The proposed scheme is capable of achieving full spatial and multi-path diversity orders while assuring a simple symbol-by-symbol decodability with analog autocorrelation receivers that do not require any kind of channel estimation. …”
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Estimating Vehicle State by GPS/IMU Fusion with Vehicle Dynamics by Saadeddin, Kamal Mohamad

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Contrasting MISO schemes for IM/DD FSO communications with photon-counting receivers by Abou-Rjeily, Chadi

“…For each one of these schemes, we derive the optimal maximum-Iikelihood (ML) decoder and we contrast the schemes in terms of rate, performance, complexity, channel state information requirements and tolerance to channel estimation errors.…”
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Performance analysis of up-link and down-link mixed RF/FSO links with multiple relays by Abou-Rjeily, Chadi

“…This paper targets the bit error rate (BER) performance analysis of mixed radio-frequency free-space optical (RF/FSO) communication systems with a single source, single destination and multiple relays operating in the decode-and-forward (DF) mode. Several relaying scenarios are analyzed and compared for both the up-link (RF hop followed by an FSO hop) and the down-link (FSO hop followed by an RF hop). …”
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On the Amplify-and-Forward Cooperative Diversity with Time-Hopping Ultra-Wideband Communications by Abou-Rjeily, Chadi

“…The second family encodes the pulses used to transmit one information symbol and permits to achieve high performance levels with lower complexity. …”
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New fault models and efficient BIST algorithms for dual-portmemories by Amin, A.A.

“…New fault models are proposed, and efficient O(n) test algorithms are described for both the memory array and the address decoders. The new fault models account for the simultaneous dual-access property of the device. …”
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Deep Learning Speech-Text Chatbot for High School Advising by Assayed, Suha Khalil

“…The proposed architecture integrates an encoder-encoder framework with different layers of deep recurrent neural networks (RNN), such as LSTM, BiLSTM, and stacked LSTM layers. …”
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FSO cooperative all-active and selective relaying schemes with backup RF antennas by Abou-Rjeily, Chadi

“…In this paper, we consider the problem of parallel relaying decode-and-forward (DF) cooperative free space optical (FSO) networks with backup radio frequency (RF) links. …”
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