Learning Data Augmentation Strategies for Object Detection

26 June 2019

Papers citing "Learning Data Augmentation Strategies for Object Detection"

33 / 83 papers shown

Title
Two-level Data Augmentation for Calibrated Multi-view Detection Martin Engilberge Haixin Shi Zhiye Wang Pascal Fua 20 9 0 19 Oct 2022
Towards Large-Scale Small Object Detection: Survey and Benchmarks Gong Cheng Xiang Yuan Xiwen Yao Ke Yan Qinghua Zeng Xingxing Xie Junwei Han ObjD 19 303 0 28 Jul 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 16 39 0 14 Jun 2022
Vision-State Fusion: Improving Deep Neural Networks for Autonomous Robotics Elia Cereda Stefano Bonato Mirko Nava Alessandro Giusti Daniele Palossi 16 3 0 13 Jun 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 22 393 0 03 May 2022
SALISA: Saliency-based Input Sampling for Efficient Video Object Detection B. Bejnordi A. Habibian Fatih Porikli Amir Ghodrati 40 12 0 05 Apr 2022
Evolving Neural Selection with Adaptive Regularization Li Ding Lee Spector ODL 15 4 0 04 Apr 2022
ParaPose: Parameter and Domain Randomization Optimization for Pose Estimation using Synthetic Data Frederik Hagelskjær A. Buch OOD 14 8 0 02 Mar 2022
Improving the Level of Autism Discrimination through GraphRNN Link Prediction Haonan Sun Q. He Shouliang Qi Yudong Yao Yueyang Teng 17 0 0 19 Feb 2022
Automated Deep Learning: Neural Architecture Search Is Not the End Xuanyi Dong D. Kedziora Katarzyna Musial Bogdan Gabrys 25 26 0 16 Dec 2021
Bootstrap Your Object Detector via Mixed Training Mengde Xu Zheng-Wei Zhang Fangyun Wei Yutong Lin Yue Cao Stephen Lin Han Hu Xiang Bai ObjD 17 6 0 04 Nov 2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation Misgana Negassi Diane Wagner A. Reiterer 9 13 0 31 Oct 2021
Training Lightweight CNNs for Human-Nanodrone Proximity Interaction from Small Datasets using Background Randomization Marco Ferri Dario Mantegazza Elia Cereda Nicky Zimmerman L. Gambardella Daniele Palossi Jérôme Guzzi Alessandro Giusti 19 0 0 27 Oct 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 17 32 0 09 Apr 2021
Consistency-based Active Learning for Object Detection Weiping Yu Sijie Zhu Taojiannan Yang C. L. P. Chen ObjD 17 50 0 18 Mar 2021
TrivialAugment: Tuning-free Yet State-of-the-Art Data Augmentation Samuel G. Müller Frank Hutter ViT MQ 16 273 0 18 Mar 2021
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection Chenhongyi Yang Zehao Huang Naiyan Wang ObjD 16 224 0 16 Mar 2021
Revisiting ResNets: Improved Training and Scaling Strategies Irwan Bello W. Fedus Xianzhi Du E. D. Cubuk A. Srinivas Tsung-Yi Lin Jonathon Shlens Barret Zoph 27 297 0 13 Mar 2021
Universal-Prototype Enhancing for Few-Shot Object Detection Aming Wu Yahong Han Linchao Zhu Yi Yang ObjD 26 83 0 01 Mar 2021
Visual diagnosis of the Varroa destructor parasitic mite in honeybees using object detector techniques S. Bilik Lukáš Kratochvíla Adam Ligocki Ondrej Bostik Tomás Zemcík Matous Hybl Karel Horak L. Zalud 20 42 0 26 Feb 2021
Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case S. Nesteruk Dmitrii G. Shadrin M. Pukalchik 13 9 0 24 Feb 2021
Low-cost and high-performance data augmentation for deep-learning-based skin lesion classification Shuwei Shen Mengjuan Xu Fan Zhang Pengfei Shao Honghong Liu ... Chi Zhang Peng Liu Zhihong Zhang Peng Yao Ronald X. Xu 17 10 0 07 Jan 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 966 0 13 Dec 2020
Industrial object, machine part and defect recognition towards fully automated industrial monitoring employing deep learning. The case of multilevel VGG19 Ioannis D. Apostolopoulos Mpesiana A. Tzani 11 30 0 23 Nov 2020
OnlineAugment: Online Data Augmentation with Less Domain Knowledge Zhiqiang Tang Yunhe Gao Leonid Karlinsky P. Sattigeri Rogerio Feris Dimitris N. Metaxas 17 56 0 17 Jul 2020
2nd Place Solution to ECCV 2020 VIPriors Object Detection Challenge Yinzheng Gu Yihan Pan Shizhe Chen 15 1 0 17 Jul 2020
Emergent Properties of Foveated Perceptual Systems Arturo Deza Talia Konkle 11 45 0 14 Jun 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 18 492 0 10 May 2020
Gradient Boosting Neural Networks: GrowNet Sarkhan Badirli Xuanqing Liu Zhengming Xing Avradeep Bhowmik Khoa D. Doan S. Keerthi FedML 6 81 0 19 Feb 2020
RandAugment: Practical automated data augmentation with a reduced search space E. D. Cubuk Barret Zoph Jonathon Shlens Quoc V. Le MQ 8 3,412 0 30 Sep 2019
Recent Advances in Deep Learning for Object Detection Xiongwei Wu Doyen Sahoo S. Hoi VLM ObjD 30 794 0 10 Aug 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 264 5,326 0 05 Nov 2016
RenderGAN: Generating Realistic Labeled Data Leon Sixt Benjamin Wild Tim Landgraf GAN 155 174 0 04 Nov 2016