Výsledky vyhledávání - "Encoder-Decoder Transformer"

Stacked encoder–decoder transformer with boundary smoothing for action segmentation Autor Kim, Gyeong‐hyeon, Kim, Eunwoo

“…In this work, a new stacked encoder–decoder transformer (SEDT) model is proposed for action segmentation…”
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Uni MS-PS: A multi-scale encoder-decoder transformer for universal photometric stereo Autor Hardy, Clément, Quéau, Yvain, Tschumperlé, David

“…Photometric Stereo (PS) addresses the challenge of reconstructing a three-dimensional (3D) representation of an object by estimating the 3D normals at all…”
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Cross Encoder-Decoder Transformer with Global-Local Visual Extractor for Medical Image Captioning Autor Lee, Hojun, Cho, Hyunjun, Park, Jieun, Chae, Jinyeong, Kim, Jihie

“… (GLVE) to capture both global features and local features. (2) The Cross Encoder-Decoder Transformer (CEDT…”
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Pyramid–MixNet: Integrate Attention into Encoder-Decoder Transformer Framework for Automatic Railway Surface Damage Segmentation Autor Luo, Hui, Li, Wenqing, Zeng, Wei

“…Rail surface damage is a critical component of high-speed railway infrastructure, directly affecting train operational stability and safety. Existing methods…”
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Finetuning Encoder-Decoder Transformer Models for Text Summarization Using Pause Tokens Autor Odeyemi, Glory

“… This research explores an alternative approach that introduces a learnable pause token to the encoder's input and, optionally, the decoder's input during finetuning and inference of encoder-decoder…”
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Pre-Trained Encoder Decoder Transformer Model for Language Processing Autor K, Farhan Akthar, K, Deepaksakthi V, A, Tamizhselvi

“… In this project, a novel approach to address these limitations is to build an encoder-decoder transformer model specifically for the Tamil language…”
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IndicBART for Translating Code-Mixed Kannada-English Sentences into Kannada: An Encoder-Decoder Transformer Approach Autor N, Shruthi, Sooda, Kavitha

“…Translating Kannada-English code-mixed text continues to pose a major challenge in NLP owing to limited resource availability for Kannada, a lowresource…”
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Reframing Software Log Summarisation as Multi-Label Classification with Encoder-Decoder Transformer Model Autor Turkzeybek, Furkan Zeki, Inan, Emrah

“…As software systems become more advanced and capable of meeting sophisticated demands, they also become more complex. Consequently, software system logs, which…”
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A Novel Length Controllable Encoder-Decoder Transformer Model for Abstractive Summarization of Scientific Documents Autor Sharma, Grishma, Sharma, Deepak

“… of it. To perform abstractive summarization of scientific publications, a unique lengthcontrollable encoder-decoder transformer approach is proposed in this study…”
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A Study on Modeling Roman Numeral Analysis Progressions Using the Encoder-Decoder Transformer Autor Tucker, Aaron, Omwenga, Maxwell M.

“…This paper evaluates the efficacy and usage of a proposed model built on the encoder-decoder Transformer for the purposes of modeling harmonic progressions rooted in the Western tonality schema using…”
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A System for Real-Time Detection of Abandoned Luggage Autor Vrsalovic, Ivan, Lerga, Jonatan, Ivasic-Kos, Marina

“…, Yolov8, Yolov11, and DETR encoder–decoder transformer with a ResNet-50 deep convolutional backbone, we fine…”
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Single Block Encoder-Decoder Transformer Model for Multi-Step Traffic Flow Forecasting Autor Omar, Mas, Yakub, Fitri, Abu Talip, Mohamad Sofian, Nazmin Maslan, Mohd, Sinha, Vijay Kumar, Muljono, Muljono

“… This is particularly true for the simplest form of a single block encoder-decoder Transformer model, which can be finely tuned through optimised hyperparameters…”
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Regional Weather Variable Predictions by Machine Learning With Near-Surface Observational and Atmospheric Numerical Data Autor Zhang, Yihe, Turney, Bryce, Sigdel, Purushottam, Yuan, Xu, Rappin, Eric, Lago, Adrian L., Kimball, Sytske, Chen, Li, Darby, Paul, Peng, Lu, Aygun, Sercan, Tu, Yazhou, Hassan Najafi, M., Tzeng, Nian-Feng

“…) for fine-resolution weather forecasting. The MiMa model employs an encoder-decoder transformer structure, with two encoders for processing multivariate data…”
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Arabic News Classification and Generation Based on an Encoder-Decoder Transformer Model (ArabicT5) Autor Gawbah, Hezam, Al-Majmar, Nashwan, Alsubari, Akram, Alsurori, Muneer, Ahmed Al-Shaebi, Rashed Ali

“…The proliferation of Arabic information on the internet has led to a surge in the demand for automated Arabic text classification and generation techniques…”
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SuTraN: an Encoder-Decoder Transformer for Full-Context-Aware Suffix Prediction of Business Processes Autor Wuyts, Brecht, Vanden Broucke, Seppe, De Weerdt, Jochen

“…Predictive Process Monitoring (PPM) in Process Mining (PM) uses predictive analytics to forecast business process progression. A key challenge is suffix…”
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Nemo: An Open-Source Transformer-Supercharged Benchmark for Fine-Grained Wildfire Smoke Detection Autor Yazdi, Amirhessam, Qin, Heyang, Jordan, Connor B., Yang, Lei, Yan, Feng

“…Deep-learning (DL)-based object detection algorithms can greatly benefit the community at large in fighting fires, advancing climate intelligence, and reducing…”
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Comparative Analysis of Pretrained Encoder-Decoder Transformer Models for Extreme Text Summarization Autor RajyaLakshmi, Tamma, Kuppusamy, K.S.

“…Text summarization plays a pivotal role in condensing crucial information from huge volumes of text. This study investigates the utilization of pre-trained…”
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Evaluation of Encoder-Only Transformer for Multi-Step Traffic Flow Prediction Autor Omar, Mas, Yakub, Fitri, Wijaya, Andika Aji, Mohammad, Ahmad Faiz, Maslan, Mohd Nazmin, Dhamanti, Inge, Zhongchao, Shi

“… The existing basic Encoder-Decoder Transformer model for multi-step prediction requires high computational complexity, making them less efficient for real-time applications…”
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BEVSeg2GTA: Joint Vehicle Segmentation and Graph Neural Networks for Ego Vehicle Trajectory Prediction in Bird's-Eye-View Autor Sharma, Sushil, Das, Arindam, Sistu, Ganesh, Halton, Mark, Eising, Ciaran

“…Predicting the trajectory of the ego vehicle is a critical task for autonomous vehicles. Even though traffic regulations have defined boundaries, various…”
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Efficient Encoder-Decoder Transformer Decoding for Decomposable Tasks Autor Bo-Ru, Lu, Haduong, Nikita, Chien-Yu, Lin, Cheng, Hao, Smith, Noah A, Ostendorf, Mari

“…Transformer-based NLP models are powerful but have high computational costs that limit deployment. Finetuned encoder-decoder models are popular in specialized…”
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