Learning Data Augmentation Strategies for Object Detection

26 June 2019

Papers citing "Learning Data Augmentation Strategies for Object Detection"

50 / 159 papers shown

Title
DAMO-YOLO : A Report on Real-Time Object Detection Design Xianzhe Xu Yiqi Jiang Weihua Chen Yi-Li Huang Yuanhang Zhang Xiuyu Sun ObjD 23 162 0 23 Nov 2022
Improving Crowded Object Detection via Copy-Paste Jiangfan Deng Dewen Fan Xiaosong Qiu Feng Zhou 22 12 0 22 Nov 2022
$Semi-supervised object detection based on single-stage detector for thighbone fracture localization$ Semi-supervised object detection based on single-stage detector for thighbone fracture localization Jinman Wei Jinkun Yao Guoshan Zhang Bin Guan Yueming Zhang Shaoquan Wang 19 10 0 20 Oct 2022
G-Augment: Searching for the Meta-Structure of Data Augmentation Policies for ASR Gary Wang Ekin D.Cubuk Andrew Rosenberg Shuyang Cheng Ron J. Weiss Bhuvana Ramabhadran Pedro J. Moreno Quoc V. Le Daniel S. Park 30 1 0 19 Oct 2022
Two-level Data Augmentation for Calibrated Multi-view Detection Martin Engilberge Haixin Shi Zhiye Wang Pascal Fua 31 9 0 19 Oct 2022
Learning Dual Memory Dictionaries for Blind Face Restoration Xiaoming Li Shiguang Zhang Shangchen Zhou Lei Zhang W. Zuo CVBM 27 35 0 15 Oct 2022
C-Mixup: Improving Generalization in Regression Huaxiu Yao Yiping Wang Linjun Zhang James Zou Chelsea Finn UQCV OOD 33 55 0 11 Oct 2022
Entity Aware Syntax Tree Based Data Augmentation for Natural Language Understanding Jiaxing Xu Jianbin Cui Jiangneng Li Wenge Rong Noboru Matsuda 17 1 0 06 Sep 2022
Data augmentation on graphs for table type classification Davide del Bimbo Andrea Gemelli S. Marinai LMTD 27 2 0 23 Aug 2022
Data Augmentation is a Hyperparameter: Cherry-picked Self-Supervision for Unsupervised Anomaly Detection is Creating the Illusion of Success Jaemin Yoo Tianchen Zhao L. Akoglu 48 7 0 16 Aug 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 30 306 0 28 Jul 2022
AADG: Automatic Augmentation for Domain Generalization on Retinal Image Segmentation Junyan Lyu Yiqi Zhang Yijin Huang Li Lin Pujin Cheng Xiaoying Tang MedIm 16 46 0 27 Jul 2022
A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance Aref Miri Rekavandi Lian Xu F. Boussaïd A. Seghouane Stephen Hoefs Bennamoun ObjD 20 17 0 26 Jul 2022
Early Recall, Late Precision: Multi-Robot Semantic Object Mapping under Operational Constraints in Perceptually-Degraded Environments Xianmei Lei Taeyeon Kim Nicolas Marchal Daniel Pastor Barry Ridge ... Edward Terry Fernando Chavez Thomas Touma K. Otsu A. Agha 32 6 0 21 Jun 2022
Improving Diversity with Adversarially Learned Transformations for Domain Generalization Tejas Gokhale Rushil Anirudh Jayaraman J. Thiagarajan B. Kailkhura Chitta Baral Yezhou Yang 19 28 0 15 Jun 2022
A Survey of Automated Data Augmentation Algorithms for Deep Learning-based Image Classification Tasks Z. Yang Richard Sinnott James Bailey Qiuhong Ke 23 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 18 3 0 13 Jun 2022
Label-Efficient Online Continual Object Detection in Streaming Video Jay Zhangjie Wu David Junhao Zhang W. Hsu Mengmi Zhang Mike Zheng Shou CLL 12 16 0 01 Jun 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 24 397 0 03 May 2022
DFAM-DETR: Deformable feature based attention mechanism DETR on slender object detection Feng Wen Mei Wang Xiaojie Hu ViT 11 5 0 22 Apr 2022
Open-World Instance Segmentation: Exploiting Pseudo Ground Truth From Learned Pairwise Affinity Weiyao Wang Matt Feiszli Heng Wang Jitendra Malik Du Tran ISeg 24 48 0 12 Apr 2022
Implementing a Real-Time, YOLOv5 based Social Distancing Measuring System for Covid-19 Narayana Darapaneni Shrawan Kumar Selvarangan Krishnan K. Hemalatha Arun Rajagopal Nagendra A. Paduri 12 1 0 07 Apr 2022
SALISA: Saliency-based Input Sampling for Efficient Video Object Detection B. Bejnordi A. Habibian Fatih Porikli Amir Ghodrati 42 12 0 05 Apr 2022
Evolving Neural Selection with Adaptive Regularization Li Ding Lee Spector ODL 20 4 0 04 Apr 2022
Neuromorphic Data Augmentation for Training Spiking Neural Networks Yuhang Li Youngeun Kim Hyoungseob Park Tamar Geller Priyadarshini Panda 31 75 0 11 Mar 2022
ParaPose: Parameter and Domain Randomization Optimization for Pose Estimation using Synthetic Data Frederik Hagelskjær A. Buch OOD 16 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 22 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
Improved YOLOv5 network for real-time multi-scale traffic sign detection Junfan Wang Yi Chen Mingyu Gao Zhekang Dong 16 228 0 16 Dec 2021
Embracing Single Stride 3D Object Detector with Sparse Transformer Lue Fan Ziqi Pang Tianyuan Zhang Yu-xiong Wang Hang Zhao Feng Wang Naiyan Wang Zhaoxiang Zhang ViT 27 255 0 13 Dec 2021
Rethinking Drone-Based Search and Rescue with Aerial Person Detection Pasi Pyrrö H. Naseri Alexander Jung 24 4 0 17 Nov 2021
Off-policy Imitation Learning from Visual Inputs Zhihao Cheng Li Shen Dacheng Tao 12 2 0 08 Nov 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 19 6 0 04 Nov 2021
Smart(Sampling)Augment: Optimal and Efficient Data Augmentation for Semantic Segmentation Misgana Negassi Diane Wagner A. Reiterer 17 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 29 0 0 27 Oct 2021
Beyond Classification: Knowledge Distillation using Multi-Object Impressions Gaurav Kumar Nayak Monish Keswani Sharan Seshadri Anirban Chakraborty 18 2 0 27 Oct 2021
Infrared Small-Dim Target Detection with Transformer under Complex Backgrounds Fangcen Liu Chenqiang Gao Fangge Chen Deyu Meng W. Zuo Xinbo Gao ViT 39 37 0 29 Sep 2021
Towards Rotation Invariance in Object Detection Agastya Kalra Guy Stoppi B. Brown Rishav Agarwal A. Kadambi ObjD 33 13 0 28 Sep 2021
Towards Fine-grained Image Classification with Generative Adversarial Networks and Facial Landmark Detection Mahdieh Darvish Mahsa Pouramini H. Bahador ViT 25 5 0 28 Aug 2021
Alleviating Mode Collapse in GAN via Diversity Penalty Module Sen Pei Richard Yi Da Xu Shiming Xiang Gaofeng Meng 13 1 0 05 Aug 2021
Partially fake it till you make it: mixing real and fake thermal images for improved object detection Francesco Bongini Lorenzo Berlincioni Marco Bertini A. Bimbo 3DPC 15 11 0 25 Jun 2021
VinDr-SpineXR: A deep learning framework for spinal lesions detection and classification from radiographs Hieu T. Nguyen Hieu H. Pham N. T. Nguyen H. Nguyen T. Q. Huynh Minh Dao V. Vu MedIm 11 34 0 24 Jun 2021
Canonical Face Embeddings David G. McNeely-White Benjamin Sattelberg Nathaniel Blanchard Ross Beveridge CVBM 24 7 0 15 Jun 2021
Object-Based Augmentation Improves Quality of Remote Sensing Semantic Segmentation S. Illarionova S. Nesteruk Dmitrii G. Shadrin V. Ignatiev M. Pukalchik Ivan V. Oseledets 11 5 0 12 May 2021
Inspect, Understand, Overcome: A Survey of Practical Methods for AI Safety Sebastian Houben Stephanie Abrecht Maram Akila Andreas Bär Felix Brockherde ... Serin Varghese Michael Weber Sebastian J. Wirkert Tim Wirtz Matthias Woehrle AAML 13 58 0 29 Apr 2021
Single Stage Class Agnostic Common Object Detection: A Simple Baseline Chuong H. Nguyen Thuy C. Nguyen Anh H. Vo Yamazaki Masayuki ObjD 21 1 0 25 Apr 2021
Exploring Geometric Consistency for Monocular 3D Object Detection Qing Lian Botao Ye Ruijia Xu Weilong Yao Tong Zhang MDE 18 24 0 12 Apr 2021
Direct Differentiable Augmentation Search Aoming Liu Zehao Huang Zhiwu Huang Naiyan Wang 25 32 0 09 Apr 2021
Scale-aware Automatic Augmentation for Object Detection Yukang Chen Yanwei Li Tao Kong Lu Qi Ruihang Chu Lei Li Jiaya Jia 35 49 0 31 Mar 2021
Robust and Accurate Object Detection via Adversarial Learning Xiangning Chen Cihang Xie Mingxing Tan Li Zhang Cho-Jui Hsieh Boqing Gong AAML 29 72 0 23 Mar 2021