Methods › Computer Vision › Convolutional Neural Networks › Darknet-19
Darknet-19
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Darknet-19 is a convolutional neural network that is used as the backbone of YOLOv2. Similar to the VGG models it mostly uses 3 ×3 filters and doubles the number of channels after every pooling step. Following the work on Network in Network (NIN) it uses global average pooling to make predictions as well as 1 ×1 filters to compress the feature representation between 3 ×3 convolutions. Batch Normalization is used to stabilize training, speed up convergence, and regularize the model batch.
Papers archive 2025-07-28
30 shown of 52, 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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DOEPatch: Dynamically Optimized Ensemble Model for Adversarial Patches Generation 28 Dec 2023 · 0 repositories · arXiv:2312.16907
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Area is all you need: repeatable elements make stronger adversarial attacks 13 Jun 2023 · 0 repositories · arXiv:2306.07768
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Improved Type III solar radio burst detection using congruent deep learning models 16 May 2023 · 0 repositories · arXiv:2305.09327
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YOWO-Plus: An Incremental Improvement 20 Oct 2022 · 1 repository · arXiv:2210.11219
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People detection and social distancing classification in smart cities for COVID-19 by using thermal images and deep learning algorithms 10 Sep 2022 · 0 repositories · arXiv:2209.04704
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YOLO and Mask R-CNN for Vehicle Number Plate Identification 26 Jul 2022 · 0 repositories · arXiv:2207.13165
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Hybrid Classifiers for Spatio-temporal Real-time Abnormal Behaviors Detection, Tracking, and Recognition in Massive Hajj Crowds 25 Jul 2022 · 0 repositories · arXiv:2207.11931
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Detecting Cloud-Based Phishing Attacks by Combining Deep Learning Models 5 Apr 2022 · 0 repositories · arXiv:2204.02446
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Efficient Placard Discovery for Semantic Mapping During Frontier Exploration 27 Oct 2021 · 0 repositories · arXiv:2110.14742
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PhiNets: a scalable backbone for low-power AI at the edge 1 Oct 2021 · 0 repositories · arXiv:2110.00337
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MAFAT: Memory-Aware Fusing and Tiling of Neural Networks for Accelerated Edge Inference 14 Jul 2021 · 0 repositories · arXiv:2107.06960
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Adversarial YOLO: Defense Human Detection Patch Attacks via Detecting Adversarial Patches 16 Mar 2021 · 0 repositories · arXiv:2103.08860
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RMOPP: Robust Multi-Objective Post-Processing for Effective Object Detection 9 Feb 2021 · 0 repositories · arXiv:2102.04582
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Deep-Dup: An Adversarial Weight Duplication Attack Framework to Crush Deep Neural Network in Multi-Tenant FPGA 5 Nov 2020 · 1 repository · arXiv:2011.03006
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Dynamic Adversarial Patch for Evading Object Detection Models 25 Oct 2020 · 0 repositories · arXiv:2010.13070
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Multilanguage Number Plate Detection using Convolutional Neural Networks 18 Aug 2020 · 0 repositories · arXiv:2008.08023
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FT-CNN: Algorithm-Based Fault Tolerance for Convolutional Neural Networks 27 Mar 2020 · 0 repositories · arXiv:2003.12203
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ParkingSticker: A Real-World Object Detection Dataset 31 Jan 2020 · 0 repositories · arXiv:2001.11639
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A lightweight target detection algorithm based on Mobilenet Convolution 16 Jan 2020 · 0 repositories · arXiv:2002.03729
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Comparison of object detection methods for crop damage assessment using deep learning 31 Dec 2019 · 0 repositories · arXiv:1912.13199
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Deep SCNN-based Real-time Object Detection for Self-driving Vehicles Using LiDAR Temporal Data 17 Dec 2019 · 0 repositories · arXiv:1912.07906
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LiteSeg: A Novel Lightweight ConvNet for Semantic Segmentation 13 Dec 2019 · 2 repositories · arXiv:1912.06683
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PhoneBit: Efficient GPU-Accelerated Binary Neural Network Inference Engine for Mobile Phones 5 Dec 2019 · 0 repositories · arXiv:1912.04050
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IFQ-Net: Integrated Fixed-point Quantization Networks for Embedded Vision 19 Nov 2019 · 0 repositories · arXiv:1911.08076
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Pavement Image Datasets: A New Benchmark Dataset to Classify and Densify Pavement Distresses 20 Oct 2019 · 0 repositories · arXiv:1910.11123
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Adversarial T-shirt! Evading Person Detectors in A Physical World 18 Oct 2019 · 1 repository · arXiv:1910.11099Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
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YOLO Nano: a Highly Compact You Only Look Once Convolutional Neural Network for Object Detection 3 Oct 2019 · 4 repositories · arXiv:1910.01271
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Vision-Based Autonomous Vehicle Control using the Two-Point Visual Driver Control Model 29 Sep 2019 · 0 repositories · arXiv:1910.04862
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Simultaneous Iris and Periocular Region Detection Using Coarse Annotations 31 Jul 2019 · 0 repositories · arXiv:1908.00069
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A Comparison of Super-Resolution and Nearest Neighbors Interpolation Applied to Object Detection on Satellite Data 8 Jul 2019 · 0 repositories · arXiv:1907.05283
Tasks archive 2025-07-28
20 shown of 54 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
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections