Výsledky vyhledávání - Shared-encoder decoder

Attention Localness in Shared Encoder-Decoder Model For Text Summarization Autor Huang, Li, Wu, Hongmei, Gao, Qiang, Liu, Guisong

“… Most existing solutions typically relied on the standard attention-based encoder-decoder framework, where each token in the source article, including redundancy, would be contributed to the de-coder…”
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Noise adaptive spatiotemporal neural networks for deformation prediction of high rockfill dams Autor Wang, Zijian, Ma, Gang, Ai, Zhitao, Ding, Qianru, Zhou, Wei

“…Deformation prediction is a crucial approach in structural health monitoring of high rockfill dams, significantly contributing to their construction and…”
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MATSFT: User query-based multilingual abstractive text summarization for low resource Indian languages by fine-tuning mT5 Autor Phani, Siginamsetty, Abdul, Ashu, Prasad, M. Krishna Siva, Reddy, V. Dinesh

“…). The MATSFT employs a co-attention mechanism within a shared encoder–decoder architecture alongside the mT5 model to transfer knowledge across multiple low-resource languages…”
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Distributed Video Coding with Shared Encoder/Decoder Complexity Autor Clerckx, Tom, Munteanu, Adrian, Cornelis, Jan, Schelkens, Peter

“…Distributed video coding is a coding paradigm that allows complexity to be shared between encoder and decoder…”
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Semantic Segmentation of Large-Scale Outdoor Point Clouds by Encoder–Decoder Shared MLPs with Multiple Losses Autor Rim, Beanbonyka, Lee, Ahyoung, Hong, Min

“… Therefore, this paper presents an encoder–decoder shared multi-layer perceptron (MLP) with multiple losses, to address an issue of this semantic segmentation…”
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Pixel-Semantic Revise of Position Learning A One-Stage Object Detector with A Shared Encoder-Decoder Autor Li, Qian, Guo, Nan, Ye, Xiaochun, Fan, Dongrui, Tang, Zhimin

“… However, they require more cost. This work addresses that by an anchor-free detector with shared encoder-decoder with attention mechanism, extracting shared features…”
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Joint Multitask Learning for Image Segmentation and Salient Object Detection in Hyperspectral Imagery Autor Chhapariya, Koushikey, Ientilucci, Emmett J., Benoit, Alexandre, Buddhiraju, Krishna Mohan, Kumar, Anil

“… The architecture features a shared encoder-decoder structure for efficiency, with an attention block enhancing segmentation by capturing key spectral…”
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Multimodality MRI synchronous construction based deep learning framework for MRI-guided radiotherapy synthetic CT generation Autor Zhou, Xuanru, Cai, Wenwen, Cai, Jiajun, Xiao, Fan, Qi, Mengke, Liu, Jiawen, Zhou, Linghong, Li, Yongbao, Song, Ting

“…Synthesizing computed tomography (CT) images from magnetic resonance imaging (MRI) data can provide the necessary electron density information for accurate…”
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Deep encoder–decoder-based shared learning for multi-criteria recommendation systems Autor Fraihat, Salam, Abu Tahon, Bushra, Alhijawi, Bushra, Awajan, Arafat

“… This research paper proposes two deep encoder–decoder models based on shared learning for a multi-criteria RS, multi-modal deep encoder…”
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SENSE: A Shared Encoder Network for Scene-Flow Estimation Autor Jiang, Huaizu, Sun, Deqing, Jampani, Varun, Lv, Zhaoyang, Learned-Miller, Erik, Kautz, Jan

“… With a shared encoder, we can flexibly add decoders for different tasks during training. This modular design leads to a compact and efficient model at inference time…”
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Deformable Image Registration with Multi-scale Feature Fusion from Shared Encoder, Auxiliary and Pyramid Decoders Autor Zhou, Hongchao, Hu, Shunbo

“… Specifically, the proposed network enhances the traditional pyramid network by adding an additional shared auxiliary decoder for image pairs…”
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A Framework of Cross-Modal Learning for Solving Geometry Problems Autor Guo, Fucheng, Jian, Pengpeng, Wang, Yanli, Wang, Qingjiang

“… To attack the representation of cross-modal features is a key challenge in understanding geometry problems that this paper adopts a shared encoder, in which the…”
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CEG: A joint model for causal commonsense events enhanced story ending generation Autor Zhang, Yushi, Yang, Yan, Gu, Ming, Gao, Feng, Chen, Chengcai, He, Liang

“…With the success of pre-trained language models, the performance of story ending generation has been dramatically improved while remaining challenging due to…”
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Dual Encoder-Decoder-Encoder with Adversarial Training for Unsupervised Traffic Accident Detection in Surveillance Videos Autor Kandacharam, Sneha, Rajathilagam, B, Vasudevan, Shriram K.

“… The model uses two shared encoder-decoder pipelines to map image distributions to specified latent distributions in both directions…”
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Semi-Supervised Semantic Segmentation With Cross-Consistency Training Autor Ouali, Yassine, Hudelot, Celine, Tami, Myriam

“… Concretely, a shared encoder and a main decoder are trained in a supervised…”
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Enhanced encoder–decoder architecture for visual perception multitasking of autonomous driving Autor Usman, Muhammad, Zaka-Ud-Din, Muhammad, Ling, Qiang

“… and efficient visual perception. Our approach utilizes a shared-encoder architecture with three separate decoders, targeting each specific task…”
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PlutoNet: An efficient polyp segmentation network with modified partial decoder and decoder consistency training Autor Erol, Tugberk, Sarikaya, Duygu

“…Deep learning models are used to minimize the number of polyps that goes unnoticed by the experts and to accurately segment the detected polyps during…”
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RPDNet: A reconstruction-regularized parallel decoders network for rectal tumor and rectum co-segmentation Autor Huang, WenXiang, Xu, Ye, Wang, Yuanyuan, Zheng, Hongtu, Guo, Yi

“… Only a few studies have explored deep learning networks in rectal tumor segmentation, which mainly adopt the classical encoder-decoder structure…”
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DoDNet: Learning to Segment Multi-Organ and Tumors from Multiple Partially Labeled Datasets Autor Zhang, Jianpeng, Xie, Yutong, Xia, Yong, Shen, Chunhua

“…) that learns to segment multiple organs and tumors on partially labeled datasets. DoD-Net consists of a shared encoder-decoder architecture, a task encoding module, a controller for dynamic filter generation, and a single but dynamic segmentation head…”
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Edge-Semantic Learning Strategy for Layout Estimation in Indoor Environment Autor Zhang, Weidong, Zhang, Wei, Gu, Jason

“… More specifically, we present an encoder-decoder network with shared encoder and two separate decoders, which are composed of multiple deconvolution…”
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