Search Results - DETR encoder–decoder transformer

A System for Real-Time Detection of Abandoned Luggage by 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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Unsupervised Pre-Training for Detection Transformers by Dai, Zhigang, Cai, Bolun, Lin, Yugeng, Chen, Junying

“…DEtection TRansformer (DETR) for object detection reaches competitive performance compared with Faster R-CNN via a transformer encoder-decoder architecture…”
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Cofopose: Conditional 2D Pose Estimation with Transformers by Aidoo, Evans, Wang, Xun, Liu, Zhenguang, Tenagyei, Edwin Kwadwo, Owusu-Agyemang, Kwabena, Kodjiku, Seth Larweh, Ejianya, Victor Nonso, Aggrey, Esther Stacy E. B.

“…), and an encoder-decoder in the transformer framework; this allows…”
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UP-DETR: Unsupervised Pre-training for Object Detection with Transformers by Dai, Zhigang, Cai, Bolun, Lin, Yugeng, Chen, Junying

“…Object detection with transformers (DETR) reaches competitive performance with Faster R-CNN via a transformer encoder-decoder architecture…”
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AF-DETR: Transformer-Based Object Detection for Precise Atrial Fibrillation Beat Localization in ECG by Wang, Peng, Song, Junxian, Wu, Pang, Li, Zhenfeng, Chen, Xianxiang, Du, Lidong, Fang, Zhen

“… AF-DETR incorporates a CNN backbone and a transformer encoder–decoder architecture, where 2D bounding boxes are used to represent heartbeat positions…”
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DETR-SPP: a fine-tuned vehicle detection with transformer by S P, Krishnendhu, Mohandas, Prabu

“… Furthermore, there is no dedicated model for vehicle detection. This study proposes a better one-stage vehicle detection network, DETR-SPP, based on bipartite matching and a transformer…”
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UP-DETR: Unsupervised Pre-training for Object Detection with Transformers by Dai, Zhigang, Cai, Bolun, Lin, Yugeng, Chen, Junying

“…DEtection TRansformer (DETR) for object detection reaches competitive performance compared with Faster R-CNN via a transformer encoder-decoder architecture…”
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PlantHealthNet: Transformer-Enhanced Hybrid Models for Disease Diagnosis and Severity Estimation in Agriculture by Iqbal, Abid

“…: Detection Transformer (DETR), Swin Transformer and SAM2-UNet. The proposed methodology incorporates classification, detection, segmentation, and severity estimation…”
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Hybrid Proposal Refiner: Revisiting DETR Series from the Faster R-CNN Perspective by Zhao, Jinjing, Wei, Fangyun, Xu, Chang

“…With the transformative impact of the Transformer, DETR pioneered the application of the encoder-decoder ar-chitecture to object detection…”
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Group DETR v2: Strong Object Detector with Encoder-Decoder Pretraining by Chen, Qiang, Wang, Jian, Han, Chuchu, Zhang, Shan, Li, Zexian, Chen, Xiaokang, Chen, Jiahui, Wang, Xiaodi, Han, Shuming, Zhang, Gang, Feng, Haocheng, Yao, Kun, Han, Junyu, Ding, Errui, Wang, Jingdong

“… Our method, called Group DETR v2, is built upon a vision transformer encoder ViT-Huge~\cite{dosovitskiy2020image…”
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End-to-End Insulator String Defect Detection in a Complex Background Based on a Deep Learning Model by Xu, Weifeng, Zhong, Xiaohong, Luo, Man, Weng, Liguo, Zhou, Guohua

“…Normal power line insulators ensure the safe transmission of electricity. The defects of the insulator reduce the insulation, which may lead to the failure of…”
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Capsule-inferenced Object Detection for Remote Sensing Images by Han, Yingchao, Meng, Weixiao, Tang, Wei

“… While the detection transformer (DETR) offers a simple encoder-decoder structure and a direct set prediction approach to object detection, it falls short in complex remote sensing scenes where entity information and relative positions…”
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WB-DETR: Transformer-Based Detector without Backbone by Liu, Fanfan, Wei, Haoran, Zhao, Wenzhe, Li, Guozhen, Peng, Jingquan, Li, Zihao

“…, a CNN-based backbone and paired transformer encoder-decoder. The CNN is applied to extract local features and the transformer is used to capture global contexts…”
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KANs-DETR: Enhancing Detection Transformer with Kolmogorov–Arnold Networks for small object by Zhang, Jingyu, Peng, Wentao, Xiao, Anyan, Liu, Tao, Fu, Junchao, Chen, Jian, Yan, Zhuo

“…–Arnold Networks (KANs)-Detection Transformer (DETR). KANs block was introduced into encoder…”
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Transformer-Based Parking Slot Detection Using Fixed Anchor Points by Bui, Quang Huy, Suhr, Jae Kyu

“… The proposed method adopts the Detection Transformer (DETR) architecture, which employs a standard transformer encoder-decoder framework…”
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SRDD: a lightweight end-to-end object detection with transformer by Zhu, Yuan, Xia, Qingyuan, Jin, Wen

“… By using scoring networks, we compress the Transformer encoder/decoder to 1/3-layer structure, which is far slim compared with DETR…”
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High Performance Ship Detection via Transformer and Feature Distillation by Zhang, Yani, Er, Meng Joo, Gao, Wenxiao, Wu, Jianguo

“…It has been successfully demonstrated that Transformer is superior in object detection via an encoder-decoder architecture, termed Detection Transformer (DETR…”
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Moving Target Shadow Detection using Transformer in Video Sar by Wang, Wei, Zhou, Yuanyuan, Xie, Zhikun, Zhang, Tianwen, Shi, Jun, Zhang, Xiaoling

“…, which is named Deformable Shadow-DETR. Deformable Shadow-DETR can better extract shadow features, and use the transformer encoder-decoder network to treat shadow detection as a direct set prediction problem, eliminating the need…”
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Nemo: An Open-Source Transformer-Supercharged Benchmark for Fine-Grained Wildfire Smoke Detection by 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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多粒度空间注意力与空间先验监督的DETR by 廖峻霜, 谭钦红

“…TP391.4; 近年来,Transformer在视觉领域的表现卓越,由于其优秀的全局建模能力以及可媲美CNN的性能表现受到了广泛关注.DETR(Detection Transformer)是在其基础上研究的首个在目标检测任务上采用Transformer架构的端到端网络,但是其全局范围内的等价建模以及目标查询键的无差别…”
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