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In this work, we present a novel method for combining predictions of object detection models: weighted boxes fusion.
Efficient non-maximum suppression
A Neubeck and L Van Gool · 2006
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Pedestrian detection: A benchmark
Piotr Dollar, Christian Wojek, Bernt Schiele, and Pietro Perona · 2009
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Computer Vision: Algorithms and Applications
Richard Szeliski · 2010
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Ensembles in machine learning applications
Oleg Okun, Giorgio Valentini, and Matteo Re · 2011
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Vision meets robotics: The KITTI dataset
A Geiger, P Lenz, C Stiller, and R Urtasun · 2013
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Microsoft COCO: Common objects in context
Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, and C. Lawrence Zitnick · 2014
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Deep residual learning for image recognition, 2015
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2015
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Faster r-cnn: Towards real-time object detection with region proposal networks
Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun · 2015
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Soft-nms–improving object detection with one line of code
Navaneeth Bodla, Bharat Singh, Rama Chellappa, and Larry S Davis · 2017
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Mask r-cnn
K He, G Gkioxari, Dollá r P, and Girshick R · 2017
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Focal loss for dense object detection
Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He, and Piotr Dollár · 2017
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Inception single shot MultiBox detector for object detection
Chengcheng Ning, Huajun Zhou, Yan Song, and Jinhui Tang · 2017
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Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning
Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu, Brandon Yang, Hershel Mehta, Tony Duan, Daisy Ding, Aarti Bagul, Curtis Langlotz, Katie Shpanskaya, Matthew P. Lungren, and Andrew Y. Ng · 2017
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Cad: Scale invariant framework for real-time object detection
Huajun Zhou, Zechao Li, Chengcheng Ning, and Jinhui Tang · 2017
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Cascade r-cnn: Delving into high quality object detection
Zhaowei Cai and Nuno Vasconcelos · 2018
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Statoil/c-core iceberg classifier challenge. 1st place solution overview
David · 2018
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Alina Kuznetsova, Hassan Rom, Neil Alldrin, Jasper Uijlings, Ivan Krasin, Jordi Pont-Tuset, Shahab Kamali, Stefan Popov, Matteo Malloci, Tom Duerig, et al · 2018
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Alina Kuznetsova, Hassan Rom, Neil Alldrin, Jasper Uijlings, Ivan Krasin, Jordi Pont-Tuset, Shahab Kamali, Stefan Popov, Matteo Malloci, Tom Duerig, and Vittorio Ferrari · 2018
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Keras-retinanet for open images challenge 2018
ZFTurbo · 2018
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Planet: Understanding the amazon from space. 3rd place solution
ZFTurbo · 2018
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https://www.kaggle.com/c/open-images-2019-object-detection/overview , 2019
Open images object detection challenge · 2019
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https://storage.googleapis.com/openimages/web/evaluation.html#object_detection_eval , 2019
Open images object detection challenge, evaluation · 2019
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2nd place solution for waymo open dataset challenge – 2d object detection
Sijia Chen, Yu Wang, Li Huang, Runzhou Ge, Yihan Hu, Zhuangzhuang Ding, and Jie Liao · 2020
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1st place solution for waymo open dataset challenge – 3d detection and domain adaptation
Zhuangzhuang Ding, Yihan Hu, Runzhou Ge, Li Huang, Sijia Chen, Yu Wang, and Jie Liao · 2020
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Deep learning for automatic pneumonia detection
Tatiana Gabruseva, Dmytro Poplavskiy, and Alexandr A. Kalinin · 2020
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Detectors: Detecting objects with recursive feature pyramid and switchable atrous convolution
Siyuan Qiao, Liang-Chieh Chen, and Alan Yuille · 2020
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Github: Detectors
Siyuan Qiao, Liang-Chieh Chen, and Alan Yuille · 2020
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Bayesian optimization wbf for efficientdet
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https://www.kaggle.com/c/open-images-2019-object-detection/leaderboard , 2019
Open images object detection challenge, leaderboard · 2019
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https://github.com/tensorflow/models/tree/master/research/object_detection , 2019
Tensorflow object detection api · 2019
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Lyft 3d object detection for autonomous vehicles
Kaggle · 2019
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Github: Mmdetection benchmark and model zoo
MMDetection · 2019
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Efficientdet: Scalable and efficient object detection
Mingxing Tan, Ruoming Pang, and Quoc V. Le · 2019
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Github: Tensorflow detection model zoo
Tensorflow · 2019
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Github: Tensorpack faster r-cnn
Tensorpack · 2019
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Alex Shonenkov · 2020
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Roof material classification from aerial imagery
Roman Solovyev · 2020
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Deep learning approaches for understanding simple speech commands
Roman A Solovyev, Maxim Vakhrushev, Alexander Radionov, Irina I Romanova, Aleksandr A Amerikanov, Vladimir Aliev, and Alexey A Shvets · 2020
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Github: Efficientdet
Mingxing Tan, Ruoming Pang, and Quoc V. Le · 2020
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Yolo v5 on github
ultralytics · 2020
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Daedalus: Breaking non-maximum suppression in object detection via adversarial examples
Derui Wang, Chaoran Li, Sheng Wen, Qing-Long Han, Surya Nepal, Xiangyu Zhang, and Yang Xiang · 2020
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Method for whale re-identification based on siamese nets and adversarial training
W Wang, RA Solovyev, AL Stempkovsky, DV Telpukhov, and AA Volkov · 2020
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Waymo open dataset challenge
Waymo · 2020
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Coco wbf benchmark
ZFTurbo · 2020
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Wbf for 3d boxes
ZFTurbo · 2020
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Lyft 3d object detection for autonomous vehicles
Wenjing Zhang · 2020
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