Frustratingly Simple Few-Shot Object Detection

International Conference on Machine Learning (ICML), 2020

16 March 2020

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Papers citing "Frustratingly Simple Few-Shot Object Detection"

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Title
Few-Shot Object Detection via Association and DIscrimination Yuhang Cao Yuan Liu Ying Jin Tong Wu Kai-xiang Chen Ziwei Liu Dahua Lin ObjD 110 95 0 23 Nov 2021
Class-agnostic Object Detection with Multi-modal TransformerEuropean Conference on Computer Vision (ECCV), 2021 Muhammad Maaz H. Rasheed Salman Khan Fahad Shahbaz Khan Rao Muhammad Anwer Ming-Hsuan Yang 294 110 0 22 Nov 2021
Attention Guided Cosine Margin For Overcoming Class-Imbalance in Few-Shot Road Object Detection Ashutosh Agarwal Anay Majee A. Subramanian Chetan Arora 72 4 0 12 Nov 2021
Learned Image Compression for Machine Perception Felipe Codevilla Jean-Gabriel Simard Ross Goroshin C. Pal 95 25 0 03 Nov 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 167 17 0 30 Oct 2021
Meta Guided Metric Learner for Overcoming Class Confusion in Few-Shot Road Object Detection Anay Majee A. Subramanian Kshitij Agrawal 145 3 0 28 Oct 2021
A Survey of Self-Supervised and Few-Shot Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Gabriel Huang I. Laradji David Vazquez Damien Scieur Pau Rodríguez López ObjD 187 94 0 27 Oct 2021
Instant Response Few-shot Object Detection with Meta Strategy and Explicit Localization Inference Junying Huang Fan Chen Sibo Huang Dongyu Zhang ObjD 120 1 0 26 Oct 2021
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Yuqing Hu Vincent Gripon S. Pateux 113 39 0 18 Oct 2021
Morphable Detector for Object Detection on DemandIEEE International Conference on Computer Vision (ICCV), 2021 Xiangyun Zhao Xu Zou Ying Nian Wu ObjD 142 4 0 10 Oct 2021
Experience feedback using Representation Learning for Few-Shot Object Detection on Aerial ImagesInternational Conference on Machine Learning and Applications (ICMLA), 2021 Pierre Le Jeune M. Lebbah Anissa Zergaïnoh-Mokraoui Hanene Azzag ObjD 95 9 0 27 Sep 2021
Towards Generalized and Incremental Few-Shot Object Detection Yiting Li H. Zhu Jun Ma C. Teo Chen Xiang P. Vadakkepat T. Lee CLL ObjD 117 10 0 23 Sep 2021
Few-Shot Object Detection by Attending to Per-Sample-Prototype Hojun Lee Myunggi Lee Nojun Kwak ObjD 131 34 0 16 Sep 2021
Wanderlust: Online Continual Object Detection in the Real WorldIEEE International Conference on Computer Vision (ICCV), 2021 Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 131 64 0 25 Aug 2021
Relational Embedding for Few-Shot ClassificationIEEE International Conference on Computer Vision (ICCV), 2021 Dahyun Kang Heeseung Kwon Juhong Min Minsu Cho 154 229 0 22 Aug 2021
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Limeng Qiao Yuxuan Zhao Zhiyuan Li Xi Qiu Jianan Wu Fangqiu Yi ObjD 159 249 0 20 Aug 2021
Few-Shot Batch Incremental Road Object Detection via Detector Fusion Anuj Tambwekar Kshitij Agrawal Anay Majee A. Subramanian ObjD 126 5 0 18 Aug 2021
Learning Open-World Object Proposals without Learning to Classify Dahun Kim Nayeon Lee A. Angelova In So Kweon Weicheng Kuo SSeg 119 144 0 15 Aug 2021
Dynamic Relevance Learning for Few-Shot Object DetectionSignal, Image and Video Processing (SIVP), 2021 Weijie Liu Chong Wang Haohe Li Shenghao Yu Yan Han ObjD 144 10 0 04 Aug 2021
Towards Accurate Localization by Instance Search Yi-Geng Hong Hui-Chu Xiao Wanlei Zhao ObjD 90 4 0 11 Jul 2021
On Model Calibration for Long-Tailed Object Detection and Instance Segmentation Tai-Yu Pan Cheng Zhang Yandong Li Hexiang Hu D. Xuan Soravit Changpinyo Boqing Gong Wei-Lun Chao 220 50 0 05 Jul 2021
Learning Compositional Shape Priors for Few-Shot 3D Reconstruction Mateusz Michalkiewicz Stavros Tsogkas Sarah Parisot Mahsa Baktash Anders P. Eriksson Eugene Belilovsky 3DV 3DPC 116 2 0 11 Jun 2021
DETReg: Unsupervised Pretraining with Region Priors for Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021 Amir Bar Xin Wang Vadim Kantorov Colorado Reed Roei Herzig Gal Chechik Anna Rohrbach Trevor Darrell Amir Globerson ViT 269 129 0 08 Jun 2021
Training Domain-invariant Object Detector Faster with Feature Replay and Slow Learner Chaehyeon Lee Junghoon Seo Heechul Jung 57 3 0 31 May 2021
Generalized Few-Shot Object Detection without ForgettingComputer Vision and Pattern Recognition (CVPR), 2021 Zhibo Fan Yuchen Ma Zeming Li Jian Sun VLM ObjD 150 193 0 20 May 2021
Class-Incremental Few-Shot Object Detection Pengyang Li Yanan Li Han Cui Donghui Wang CLL 134 14 0 17 May 2021
Incremental Few-Shot Instance SegmentationComputer Vision and Pattern Recognition (CVPR), 2021 Dan Andrei Ganea B. Boom R. Poppe CLL 126 77 0 11 May 2021
Hallucination Improves Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021 Weilin Zhang Yu-Xiong Wang ObjD 170 116 0 04 May 2021
Few-Shot Video Object DetectionEuropean Conference on Computer Vision (ECCV), 2021 Qi Fan Chi-Keung Tang Yu-Wing Tai 202 13 0 30 Apr 2021
Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature AlignmentAAAI Conference on Artificial Intelligence (AAAI), 2021 G. Han Shiyuan Huang Jiawei Ma Yicheng He Shih-Fu Chang ObjD 198 196 0 15 Apr 2021
Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed DetectionInternational Conference on Machine Learning (ICML), 2021 Nadine Chang Zhiding Yu Yu-Xiong Wang Anima Anandkumar Sanja Fidler J. Álvarez 211 43 0 12 Apr 2021
Procrustean Training for Imbalanced Deep LearningIEEE International Conference on Computer Vision (ICCV), 2021 Han-Jia Ye De-Chuan Zhan Wei-Lun Chao 122 33 0 05 Apr 2021
Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021 Hanzhe Hu Shuai Bai Aoxue Li J. Cui Liwei Wang ObjD 103 179 0 30 Mar 2021
Defect-GAN: High-Fidelity Defect Synthesis for Automated Defect InspectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Gongjie Zhang Kaiwen Cui Tzu-Yi Hung Shijian Lu 130 154 0 28 Mar 2021
When Few-Shot Learning Meets Video Object DetectionInternational Conference on Pattern Recognition (ICPR), 2021 Zhongjie Yu Gaoang Wang Lin Chen S. Raschka Jiebo Luo ObjD 190 2 0 26 Mar 2021
Few-shot Weakly-Supervised Object Detection via Directional StatisticsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2021 Amirreza Shaban Amir M. Rahimi Thalaiyasingam Ajanthan Byron Boots Leonid Sigal WSOD 90 7 0 25 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task TypesIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021 Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 191 90 0 24 Mar 2021
Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation Gongjie Zhang Zhipeng Luo Kaiwen Cui Shijian Lu ViT 140 82 0 22 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal EncodingComputer Vision and Pattern Recognition (CVPR), 2021 Bo Sun Banghuai Li Shengcai Cai Ye Yuan Fangqiu Yi 190 449 0 10 Mar 2021
Towards Open World Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021 K. J. Joseph Salman Khan Fahad Shahbaz Khan V. Balasubramanian ObjD 166 524 0 03 Mar 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2021 Chenchen Zhu Fangyi Chen Uzair Ahmed Zhiqiang Shen Marios Savvides ObjD 256 195 0 02 Mar 2021
AdeNet: Deep learning architecture that identifies damaged electrical insulators in power lines Ademola Okerinde L. Shamir W. Hsu T. Theis 81 3 0 02 Mar 2021
Universal-Prototype Enhancing for Few-Shot Object DetectionIEEE International Conference on Computer Vision (ICCV), 2021 Aming Wu Yahong Han Linchao Zhu Yi Yang ObjD 164 96 0 01 Mar 2021
Dual-Awareness Attention for Few-Shot Object DetectionIEEE transactions on multimedia (IEEE Trans. Multimedia), 2021 Tung-I Chen Yueh-Cheng Liu Hung-Ting Su Yu-Cheng Chang Yu-Hsiang Lin Jia-Fong Yeh Wen-Chin Chen Winston H. Hsu ObjD 159 108 0 24 Feb 2021
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionIEEE International Conference on Computer Vision (ICCV), 2021 Cheng Zhang Tai-Yu Pan Yandong Li Hexiang Hu D. Xuan Soravit Changpinyo Boqing Gong Wei-Lun Chao ObjD VLM 227 47 0 17 Feb 2021
Few-Shot Learning for Road Object Detection Anay Majee Kshitij Agrawal A. Subramanian 156 25 0 29 Jan 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots MattersAnnual Meeting of the Association for Computational Linguistics (ACL), 2020 Mengjie Zhao Yi Zhu Ehsan Shareghi Ivan Vulić Roi Reichart Anna Korhonen Hinrich Schütze 159 65 0 31 Dec 2020
MM-FSOD: Meta and metric integrated few-shot object detection Yuewen Li W. Feng Shuchang Lyu Qi Zhao Xuliang Li ObjD 153 15 0 30 Dec 2020
AFD-Net: Adaptive Fully-Dual Network for Few-Shot Object DetectionACM Multimedia (ACM MM), 2020 Longyao Liu Bo Ma Yulin Zhang Xin Yi Haozhi Li ObjD 118 24 0 30 Nov 2020
Class-agnostic Object DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2020 Ayush Jaiswal Yue Wu P. Natarajan Premkumar Natarajan ObjD 178 34 0 28 Nov 2020