Modeling Visual Context is Key to Augmenting Object Detection Datasets

19 July 2018

Papers citing "Modeling Visual Context is Key to Augmenting Object Detection Datasets"

50 / 57 papers shown

Title
Enrich the content of the image Using Context-Aware Copy Paste Qiushi Guo VLM 33 0 0 11 Jul 2024
Frequency-based Matcher for Long-tailed Semantic Segmentation Shan Li Lu Yang Pu Cao Liulei Li Huadong Ma 46 1 0 06 Jun 2024
Evaluating the Efficacy of Cut-and-Paste Data Augmentation in Semantic Segmentation for Satellite Imagery I. M. Motoi Leonardo Saraceni Daniele Nardi Thomas Alessandro Ciarfuglia 31 1 0 08 Apr 2024
Investigation of the Impact of Synthetic Training Data in the Industrial Application of Terminal Strip Object Detection Nico Baumgart Markus Lange-Hegermann Mike Mücke 23 1 0 06 Mar 2024
ContextMix: A context-aware data augmentation method for industrial visual inspection systems Hyungmin Kim Donghun Kim Pyunghwan Ahn Sungho Suh Hansang Cho Junmo Kim 31 2 0 18 Jan 2024
Virtual Accessory Try-On via Keypoint Hallucination Junhong Gou Bo Zhang Li Niu Jianfu Zhang Jianlou Si Chen Qian Liqing Zhang 19 1 0 26 Oct 2023
MosaicFusion: Diffusion Models as Data Augmenters for Large Vocabulary Instance Segmentation Jiahao Xie Wei Li Xiangtai Li Ziwei Liu Yew-Soon Ong Chen Change Loy DiffM VLM 72 35 0 22 Sep 2023
Bent & Broken Bicycles: Leveraging synthetic data for damaged object re-identification Luca Piano F. G. Pratticó Alessandro Sebastian Russo Lorenzo Lanari Lia Morra Fabrizio Lamberti 37 1 0 16 Apr 2023
Context Understanding in Computer Vision: A Survey Xuan Wang Zhigang Zhu 27 46 0 10 Feb 2023
Prediction of Scene Plausibility O. Nachmias Ohad Fried Ariel Shamir 3DV 34 0 0 02 Dec 2022
Improving Crowded Object Detection via Copy-Paste Jiangfan Deng Dewen Fan Xiaosong Qiu Feng Zhou 22 12 0 22 Nov 2022
Context-Matched Collage Generation for Underwater Invertebrate Detection R. McEver Bowen Zhang B. S. Manjunath 28 0 0 15 Nov 2022
Humans need not label more humans: Occlusion Copy & Paste for Occluded Human Instance Segmentation Evan Ling De-Kai Huang Minhoe Hur 27 5 0 07 Oct 2022
SemAug: Semantically Meaningful Image Augmentations for Object Detection Through Language Grounding Morgan Lindsay Heisler Amin Banitalebi-Dehkordi Yong Zhang ObjD 16 2 0 15 Aug 2022
Spatial Transformation for Image Composition via Correspondence Learning Bo Zhang Yue Liu K. Lu Li Niu Liqing Zhang 36 3 0 06 Jul 2022
DALL-E for Detection: Language-driven Compositional Image Synthesis for Object Detection Yunhao Ge Lyne Tchapmi Brian Nlong Zhao Neel Joshi Laurent Itti Vibhav Vineet DiffM ObjD 28 16 0 20 Jun 2022
Amodal Cityscapes: A New Dataset, its Generation, and an Amodal Semantic Segmentation Challenge Baseline Jasmin Breitenstein Tim Fingscheidt 26 21 0 01 Jun 2022
Voxel Field Fusion for 3D Object Detection Yanwei Li Xiaojuan Qi Yukang Chen Liwei Wang Zeming Li Jian Sun Jiaya Jia 116 79 0 31 May 2022
Fast Object Placement Assessment Li Niu Qingyang Liu Zhenchen Liu Jiangtong Li 21 14 0 28 May 2022
Towards Model Generalization for Monocular 3D Object Detection Zhenyu Li Zehui Chen Ang Li Liangji Fang Qinhong Jiang Xianming Liu Junjun Jiang 33 7 0 23 May 2022
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning Mingle Xu Sook Yoon A. Fuentes D. Park VLM 33 398 0 03 May 2022
Traffic Context Aware Data Augmentation for Rare Object Detection in Autonomous Driving Na Li Fan Song Ying Zhang Pengpeng Liang Erkang Cheng 17 5 0 01 May 2022
Soft-CP: A Credible and Effective Data Augmentation for Semantic Segmentation of Medical Lesions Pingping Dai Licong Dong Ruihan Zhang Haiming Zhu Jie Wu Kehong Yuan MedIm 27 4 0 20 Mar 2022
Towards Robust Part-aware Instance Segmentation for Industrial Bin Picking Yidan Feng Biqi Yang Xianzhi Li Chi-Wing Fu Ruizhi Cao Kai-xiang Chen Qi Dou Mingqiang Wei Yunhui Liu Pheng-Ann Heng ISeg 40 10 0 05 Mar 2022
Self-supervised Transparent Liquid Segmentation for Robotic Pouring G. Narasimhan Kai Zhang Ben Eisner Xingyu Lin David Held 28 16 0 03 Mar 2022
Unified smoke and fire detection in an evolutionary framework with self-supervised progressive data augment Han Zhang Suyan Yang Hongyong Wang zhongyan lu Helin Sun 14 0 0 16 Feb 2022
GUNNEL: Guided Mixup Augmentation and Multi-View Fusion for Aquatic Animal Segmentation Minh-Quan Le Trung-Nghia Le Tam V. Nguyen Isao Echizen M. Tran 29 0 0 12 Dec 2021
Learning to Detect Every Thing in an Open World Kuniaki Saito Ping Hu Trevor Darrell Kate Saenko ObjD VLM 19 45 0 03 Dec 2021
Weakly-Supervised Video Object Grounding via Causal Intervention Wei Wang Junyu Gao Changsheng Xu CML 30 20 0 01 Dec 2021
A Comparative Review of Recent Few-Shot Object Detection Algorithms Jiaxu Leng Taiyue Chen Gao Xinbo Yongtao Yu Ye Wang Feng Gao Wang Yue ObjD 19 15 0 30 Oct 2021
Mix3D: Out-of-Context Data Augmentation for 3D Scenes Alexey Nekrasov Jonas Schult Or Litany Bastian Leibe Francis Engelmann 3DPC 164 154 0 05 Oct 2021
Motion-aware Contrastive Video Representation Learning via Foreground-background Merging Shuangrui Ding Maomao Li Tianyu Yang Rui Qian Haohang Xu Qingyi Chen Jue Wang Hongkai Xiong SSL 28 49 0 30 Sep 2021
Exploiting Multi-Object Relationships for Detecting Adversarial Attacks in Complex Scenes Mingjun Yin Shasha Li Zikui Cai Chengyu Song Ulugbek S. Kamilov A. Roy-Chowdhury S. Krishnamurthy AAML 19 18 0 19 Aug 2021
Self-Supervised Tracking via Target-Aware Data Synthesis Xin Li Wenjie Pei Zikun Zhou Zhenyu He Huchuan Lu Ming-Hsuan Yang 22 19 0 21 Jun 2021
Exploring Visual Context for Weakly Supervised Person Search Yichao Yan Jinpeng Li Tianran Ouyang Jie Qin Bingbing Ni Xiaokang Yang Ling Shao 34 33 0 19 Jun 2021
Survey: Image Mixing and Deleting for Data Augmentation Humza Naveed Saeed Anwar Munawar Hayat Kashif Javed Ajmal Mian 38 78 0 13 Jun 2021
Characterizing and Improving the Robustness of Self-Supervised Learning through Background Augmentations Chaitanya K. Ryali D. Schwab Ari S. Morcos SSL 37 9 0 23 Mar 2021
Context Decoupling Augmentation for Weakly Supervised Semantic Segmentation Yukun Su Rui Sun Guosheng Lin Qingyao Wu 24 117 0 02 Mar 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 969 0 13 Dec 2020
Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusions Rafal Pytel O. Kayhan Jan van Gemert 3DPC 24 6 0 20 Oct 2020
Bounding Boxes Are All We Need: Street View Image Classification via Context Encoding of Detected Buildings Kun Zhao Yongkun Liu Siyuan Hao Shaoxing Lu Hongbin Liu Lijian Zhou 40 20 0 03 Oct 2020
Causal Intervention for Weakly-Supervised Semantic Segmentation Dong Zhang Hanwang Zhang Jinhui Tang Xiansheng Hua Qianru Sun CML ISeg 43 444 0 26 Sep 2020
Deep Traffic Sign Detection and Recognition Without Target Domain Real Images Lucas Tabelini Rodrigo Berriel T. M. Paixão Alberto F. de Souza C. Badue N. Sebe Thiago Oliveira-Santos 32 5 0 30 Jul 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 24 330 0 15 Jul 2020
From Real to Synthetic and Back: Synthesizing Training Data for Multi-Person Scene Understanding Igor Kviatkovsky Nadav Bhonker Gérard Medioni 33 3 0 03 Jun 2020
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Imbalance Problems in Object Detection: A Review Kemal Oksuz Baris Can Cam Sinan Kalkan Emre Akbas ObjD 20 458 0 31 Aug 2019
InstaBoost: Boosting Instance Segmentation via Probability Map Guided Copy-Pasting Haoshu Fang Jianhua Sun Runzhong Wang Minghao Gou Yong-Lu Li Cewu Lu ISeg 19 206 0 21 Aug 2019
Delving into Robust Object Detection from Unmanned Aerial Vehicles: A Deep Nuisance Disentanglement Approach Zhenyu Wu Karthik Suresh Priya Narayanan Hongyu Xu H. Kwon Zhangyang Wang AAML 26 76 0 11 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 346 4,691 0 13 May 2019