Methods › Computer Vision › Image Model Blocks › One-Shot Aggregation
One-Shot Aggregation
Introduced by Youngwan Lee et al. in An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
One-Shot Aggregation is an image model block that is an alternative to Dense Blocks, by aggregating intermediate features. It is proposed as part of the VoVNet architecture. Each convolution layer is connected by two-way connection. One way is connected to the subsequent layer to produce the feature with a larger receptive field while the other way is aggregated only once into the final output feature map. The difference with DenseNet is that the output of each layer is not routed to all subsequent intermediate layers which makes the input size of intermediate layers constant.
Papers archive 2025-07-28
11 shown of 11, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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A new method for optical steel rope non-destructive damage detection 6 Feb 2024 · 0 repositories · arXiv:2402.03843
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FedLPA: One-shot Federated Learning with Layer-Wise Posterior Aggregation 30 Sep 2023 · 1 repository · arXiv:2310.00339
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RCS-YOLO: A Fast and High-Accuracy Object Detector for Brain Tumor Detection 31 Jul 2023 · 1 repository · arXiv:2307.16412Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
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A Self-Supervised Miniature One-Shot Texture Segmentation (MOSTS) Model for Real-Time Robot Navigation and Embedded Applications 15 Jun 2023 · 1 repository · arXiv:2306.08814
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BEVFormer v2: Adapting Modern Image Backbones to Bird's-Eye-View Recognition via Perspective Supervision 18 Nov 2022 · 2 repositories · arXiv:2211.10439Syntology ran 0 of 1 samples · 1 unverified
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Intelligent detect for substation insulator defects based on CenterMask 31 Aug 2022 · 0 repositories · arXiv:2208.14598
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TreeNet: A lightweight One-Shot Aggregation Convolutional Network 25 Sep 2021 · 0 repositories · arXiv:2109.12342
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Diverse Temporal Aggregation and Depthwise Spatiotemporal Factorization for Efficient Video Classification 1 Dec 2020 · 1 repository · arXiv:2012.00317
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ACFD: Asymmetric Cartoon Face Detector 2 Jul 2020 · 2 repositories · arXiv:2007.00899
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CenterMask : Real-Time Anchor-Free Instance Segmentation 15 Nov 2019 · 8 repositories · arXiv:1911.06667Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
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An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object Detection 22 Apr 2019 · 12 repositories · arXiv:1904.09730
Tasks archive 2025-07-28
20 shown of 26 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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