Search Results - "Asymmetric encoder–decoder architecture"

Ghost-UNet: An Asymmetric Encoder-Decoder Architecture for Semantic Segmentation From Scratch by Kazerouni, Iman Abaspur, Dooly, Gerard, Toal, Daniel

“…One of the most important key points in the intelligent transportation systems is scene understanding of the known and unknown surrounding environment to…”
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NAG-Net: Nested attention-guided learning for segmentation of carotid lumen-intima interface and media-adventitia interface by Huang, Qinghua, Zhao, Liangrun, Ren, Guanqing, Wang, Xiaoyi, Liu, Chunying, Wang, Wei

“…Cardiovascular diseases (CVD), as the leading cause of death in the world, poses a serious threat to human health. The segmentation of carotid Lumen-intima…”
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FS-MSFormer: Image Dehazing Based on Frequency Selection and Multi-Branch Efficient Transformer by Tang, Chunming, Wang, Yu

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Masked Autoencoders Are Scalable Vision Learners by He, Kaiming, Chen, Xinlei, Xie, Saining, Li, Yanghao, Dollar, Piotr, Girshick, Ross

“… It is based on two core designs. First, we develop an asymmetric encoder-decoder architecture, with an encoder that operates only on the visible subset of patches (without mask tokens…”
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SCFormer: Spectral Coordinate Transformer for Cross-Domain Few-Shot Hyperspectral Image Classification by Li, Jiaojiao, Zhang, Zhiyuan, Song, Rui, Li, Yunsong, Du, Qian

“… In this paper, we propose an asymmetric encoder-decoder architecture, Spectral Coordinate Transformer (SCFormer…”
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Hyperspectral Image Denoising via Quasi-Recursive Spectral Attention and Cross-Layer Feature Fusion by Xiao, Yanhua, Zhou, Huayan, Li, Wenfeng, Yang, Long, Wang, Ke

“…Hyperspectral images (HSIs) contain rich spatial–spectral information but are highly susceptible to various types of noise during the imaging process, which…”
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FRNet: Factorized and Regular Blocks Network for Semantic Segmentation in Road Scene by Lu, Mengxu, Chen, Zhenxue, Wu, Q. M. Jonathan, Wang, Nannan, Rong, Xuewen, Yan, Xinghe

“…), which employs an asymmetric encoder-decoder architecture with Factorized and Regular (FR) blocks. Our method achieves…”
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Lednet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation by Wang, Yu, Zhou, Quan, Liu, Jia, Xiong, Jian, Gao, Guangwei, Wu, Xiaofu, Latecki, Longin Jan

“… In this paper, we present a lightweight network to address this problem, namely LEDNet, which employs an asymmetric encoder-decoder architecture for the task of real-time semantic segmentation…”
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AMGSN: Adaptive mask-guide supervised network for debiased facial expression recognition by Gu, Tianlong, Li, Hao, Feng, Xuan, Luo, Yiqin

“… Specifically, we employ an asymmetric encoder–decoder architecture, where the encoder encodes only the unmasked visible regions, while the lightweight decoder reconstructs the original…”
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TSVT: Token Sparsification Vision Transformer for robust RGB-D salient object detection by Gao, Lina, Liu, Bing, Fu, Ping, Xu, Mingzhu

“… SOD, named TSVT, that explicitly extracts global-local multi-modality features with sparse tokens. The TSVT is an asymmetric encoder…”
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ULFAC-Net: Ultra-Lightweight Fully Asymmetric Convolutional Network for Skin Lesion Segmentation by Ma, Yuliang, Wu, Liping, Gao, Yunyuan, Gao, Farong, Zhang, Jianhai, Luo, Zhizeng

“…Segmentation of skin lesions is a critical step in the process of skin lesion diagnosis. Such segmentation is challenging due to the irregular shape, fuzzy…”
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LAANet: lightweight attention-guided asymmetric network for real-time semantic segmentation by Zhang, Xiuling, Du, Bingce, Wu, Ziyun, Wan, Tingbo

“…), which adopts an asymmetric encoder–decoder architecture. In the encoder, we propose an efficient asymmetric bottleneck (EAB…”
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PBT: Progressive Background-Aware Transformer for Infrared Small Target Detection by Yang, Huoren, Mu, Tingkui, Dong, Ziyue, Zhang, Zicheng, Wang, Bin, Ke, Wei, Yang, Qiujie, He, Zhiping

“… Specifically, we introduce the progressive background-aware transformer (PBT) which adopts an asymmetric encoder-decoder architecture…”
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MSCFNet: A Lightweight Network With Multi-Scale Context Fusion for Real-Time Semantic Segmentation by Gao, Guangwei, Xu, Guoan, Yu, Yi, Xie, Jin, Yang, Jian, Yue, Dong

“…) scheme, which explores an asymmetric encoder-decoder architecture to alleviate these problems…”
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CoMiX: Cross-Modal Fusion With Deformable Convolutions for HSI-X Semantic Segmentation by Zhang, Xuming, Yokoya, Naoto, Gu, Xingfa, Tian, Qingjiu, Bruzzone, Lorenzo

“… To address these limitations, we propose CoMiX, an asymmetric encoder-decoder architecture with deformable convolutional networks (DCNs…”
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Lightweight and efficient asymmetric network design for real-time semantic segmentation by Zhang, Xiu-Ling, Du, Bing-Ce, Luo, Zhao-Ci, Ma, Kai

“…) for real-time semantic segmentation is proposed to address this problem. Specifically, LEANet adopts an asymmetric encoder-decoder architecture…”
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Towards Real-time High-Definition Image Snow Removal: Efficient Pyramid Network with Asymmetrical Encoder-decoder Architecture by Tian Ye, Chen, Sixiang, Liu, Yun, Ye, Yi, Chen, Erkang

“… We develop a novel Efficient Pyramid Network with asymmetrical encoder-decoder architecture for real-time HD image desnowing…”
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An Information Entropy Masked Vision Transformer (IEM-ViT) Model for Recognition of Tea Diseases by Zhang, Jiahong, Guo, Honglie, Guo, Jin, Zhang, Jing

“… An asymmetric encoder–decoder architecture was used in the masked autoencoder (MAE), where the encoder operated on only a subset of visible patches and the decoder recovered…”
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CoAtUNet: A symmetric encoder-decoder with hybrid transformers for semantic segmentation of breast ultrasound images by Zaidkilani, Nadeem, Garcia, Miguel Angel, Puig, Domenec

“…The CoAtNet hybrid deep model yields state-of-the-art performance in image analysis by integrating the strengths of convolutional neural networks (CNNs) along…”
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Semi-Supervised CT Denoising via Text-Guided Mamba Diffusion Models by Su, Bo, Hu, Xiangyun, Xu, Jiabo, Deng, Kai, Zha, Yunfei, Wan, Jun

“… An asymmetric encoder-decoder architecture has been implemented…”
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