A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance

26 July 2022

Papers citing "A Guide to Image and Video based Small Object Detection using Deep Learning : Case Study of Maritime Surveillance"

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Title
Towards Large-Scale Small Object Detection: Survey and Benchmarks Gong Cheng Xiang Yuan Xiwen Yao Ke Yan Qinghua Zeng Xingxing Xie Junwei Han ObjD 67 319 0 28 Jul 2022
maskGRU: Tracking Small Objects in the Presence of Large Background Motions Constantine J. Roros A. Kak 59 2 0 03 Jan 2022
Leveraging Synthetic Data in Object Detection on Unmanned Aerial Vehicles Benjamin Kiefer D. Ott A. Zell 54 45 0 22 Dec 2021
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Jinwang Wang Chang Xu Wen Yang Lei Yu 69 322 0 26 Oct 2021
ViDT: An Efficient and Effective Fully Transformer-based Object Detector Hwanjun Song Deqing Sun Sanghyuk Chun Varun Jampani Dongyoon Han Byeongho Heo Wonjae Kim Ming-Hsuan Yang 132 77 0 08 Oct 2021
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 262 347 0 22 Sep 2021
YOLOP: You Only Look Once for Panoptic Driving Perception Dongsheng Wu Man-Wen Liao Wei-Tian Zhang Xinggang Wang X. Bai Wenqing Cheng Wen-Yu Liu 106 307 0 25 Aug 2021
Fast Convergence of DETR with Spatially Modulated Co-Attention Peng Gao Minghang Zheng Xiaogang Wang Jifeng Dai Hongsheng Li ViT 70 307 0 05 Aug 2021
Learning Maritime Obstacle Detection from Weak Annotations by Scaffolding Lojze Žust Matej Kristan UQCV 44 10 0 01 Aug 2021
YOLOX: Exceeding YOLO Series in 2021 Zheng Ge Songtao Liu Feng Wang Zeming Li Jian Sun ObjD 124 4,082 0 18 Jul 2021
Tackling the Background Bias in Sparse Object Detection via Cropped Windows Leon Amadeus Varga A. Zell 46 8 0 04 Jun 2021
You Only Look at One Sequence: Rethinking Transformer in Vision through Object Detection Yuxin Fang Bencheng Liao Xinggang Wang Jiemin Fang Jiyang Qi Rui Wu Jianwei Niu Wenyu Liu ViT 63 322 0 01 Jun 2021
SeaDronesSee: A Maritime Benchmark for Detecting Humans in Open Water Leon Amadeus Varga Benjamin Kiefer Martin Messmer A. Zell 62 116 0 05 May 2021
You Only Look One-level Feature Qiang Chen Yingming Wang Tong Yang Xinming Zhang Jian Cheng Jian Sun ObjD 57 521 0 17 Mar 2021
QueryDet: Cascaded Sparse Query for Accelerating High-Resolution Small Object Detection Chenhongyi Yang Zehao Huang Naiyan Wang ObjD 63 230 0 16 Mar 2021
Object Detection in Aerial Images: A Large-Scale Benchmark and Challenges Jian Ding Nan Xue Guisong Xia X. Bai Wen Yang ... Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Lefei Zhang 222 403 0 24 Feb 2021
MRDet: A Multi-Head Network for Accurate Oriented Object Detection in Aerial Images Ran Qin Qingjie Liu Guangshuai Gao Di Huang Yunhong Wang ObjD 62 27 0 24 Dec 2020
Toward Transformer-Based Object Detection Josh Beal Eric Kim Eric Tzeng Dong Huk Park Andrew Zhai Dmitry Kislyuk ViT 86 215 0 17 Dec 2020
Effective Fusion Factor in FPN for Tiny Object Detection Yuqi Gong Xuehui Yu Yao Ding Xiaoke Peng Jian-jun Zhao Zhenjun Han ObjD 42 218 0 04 Nov 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 204 5,068 0 08 Oct 2020
Oriented Object Detection in Aerial Images with Box Boundary-Aware Vectors Jingru Yi Pengxiang Wu Bo Liu Qiaoying Huang Hui Qu Dimitris N. Metaxas 50 240 0 17 Aug 2020
Pillar-based Object Detection for Autonomous Driving Yue Wang Alireza Fathi Abhijit Kundu David A. Ross C. Pantofaru Thomas Funkhouser Justin Solomon 3DPC 68 217 0 20 Jul 2020
Rethinking Bottleneck Structure for Efficient Mobile Network Design Zhou Daquan Qibin Hou Yunpeng Chen Jiashi Feng Shuicheng Yan 63 200 0 05 Jul 2020
Center-based 3D Object Detection and Tracking Tianwei Yin Xingyi Zhou Philipp Krahenbuhl 3DPC 97 1,603 0 19 Jun 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 372 13,025 0 26 May 2020
Memory Enhanced Global-Local Aggregation for Video Object Detection Yihong Chen Yue Cao Han Hu Liwei Wang 160 262 0 26 Mar 2020
Revisiting the Sibling Head in Object Detector Guanglu Song Yu Liu Xiaogang Wang ObjD 210 350 0 17 Mar 2020
FGSD: A Dataset for Fine-Grained Ship Detection in High Resolution Satellite Images Kun Chen Ming Wu Jiaming Liu Chuang Zhang 41 28 0 15 Mar 2020
GridMask Data Augmentation Pengguang Chen Shu Liu Hengshuang Zhao Xingquan Wang Jiaya Jia 88 311 0 13 Jan 2020
Scale Match for Tiny Person Detection Xuehui Yu Yuqi Gong Nan Jiang QiXiang Ye Zhenjun Han 46 217 0 23 Dec 2019
Small Object Detection using Context and Attention Jeong-Seon Lim Marcella Astrid Hyungjin Yoon Seung-Ik Lee ObjD 38 207 0 13 Dec 2019
MDFN: Multi-Scale Deep Feature Learning Network for Object Detection Wenchi Ma Yuanwei Wu Feng Cen Guanghui Wang ObjD 52 134 0 10 Dec 2019
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection Shifeng Zhang Cheng Chi Yongqiang Yao Zhen Lei Stan Z. Li ObjD 151 1,545 0 05 Dec 2019
Soft Anchor-Point Object Detection Chenchen Zhu Fangyi Chen Zhiqiang Shen Marios Savvides 57 147 0 27 Nov 2019
EfficientDet: Scalable and Efficient Object Detection Mingxing Tan Ruoming Pang Quoc V. Le 94 5,045 0 20 Nov 2019
Object Detection in Optical Remote Sensing Images: A Survey and A New Benchmark Ke Li G. Wan Gong Cheng L. Meng Junwei Han 55 1,447 0 31 Aug 2019
Relation Distillation Networks for Video Object Detection Jiajun Deng Yingwei Pan Ting Yao Wen-gang Zhou Houqiang Li Tao Mei ObjD 134 191 0 26 Aug 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 390 3,611 0 20 Aug 2019
Learning Data Augmentation Strategies for Object Detection Barret Zoph E. D. Cubuk Golnaz Ghiasi Nayeon Lee Jonathon Shlens Quoc V. Le 78 534 0 26 Jun 2019
Cascade R-CNN: High Quality Object Detection and Instance Segmentation Zhaowei Cai Nuno Vasconcelos ObjD 79 1,355 0 24 Jun 2019
Image Captioning: Transforming Objects into Words Simão Herdade Armin Kappeler K. Boakye Joao Soares ViT 103 469 0 14 Jun 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 606 4,777 0 13 May 2019
Searching for MobileNetV3 Andrew G. Howard Mark Sandler Grace Chu Liang-Chieh Chen Bo Chen ... Yukun Zhu Ruoming Pang Vijay Vasudevan Quoc V. Le Hartwig Adam 339 6,772 0 06 May 2019
RepPoints: Point Set Representation for Object Detection Ze Yang Shaohui Liu Han Hu Liwei Wang Stephen Lin 3DPC 97 868 0 25 Apr 2019
CenterNet: Keypoint Triplets for Object Detection Kaiwen Duan S. Bai Lingxi Xie H. Qi Qingming Huang Q. Tian NoLa 109 2,692 0 17 Apr 2019
Clustered Object Detection in Aerial Images Fan Yang Heng Fan Peng Chu Erik P. Blasch Haibin Ling 63 275 0 16 Apr 2019
Objects as Points Xingyi Zhou Dequan Wang Philipp Krahenbuhl 3DPC 105 3,253 0 16 Apr 2019
FCOS: Fully Convolutional One-Stage Object Detection Zhi Tian Chunhua Shen Hao Chen Tong He ObjD 119 5,006 0 02 Apr 2019
Feature Selective Anchor-Free Module for Single-Shot Object Detection Chenchen Zhu Yihui He Marios Savvides ObjD 71 797 0 02 Mar 2019
Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression S. Hamid Rezatofighi Deyuan Li JunYoung Gwak Amir Sadeghian Ian Reid Silvio Savarese 145 4,161 0 25 Feb 2019