Frustratingly Simple Few-Shot Object Detection

International Conference on Machine Learning (ICML), 2020

16 March 2020

ArXiv (abs)PDF HTML Github (1153★)

Papers citing "Frustratingly Simple Few-Shot Object Detection"

50 / 263 papers shown

Title
Meta-DETR: Image-Level Few-Shot Detection with Inter-Class Correlation ExploitationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 Gongjie Zhang Zhipeng Luo Kaiwen Cui Shijian Lu Eric P. Xing ViT 173 131 0 30 Jul 2022
Semantic-Aligned Matching for Enhanced DETR Convergence and Multi-Scale Feature FusionInternational Journal of Computer Vision (IJCV), 2022 Gongjie Zhang Zhipeng Luo Jiaxing Huang Shijian Lu Eric Xing ViT 161 24 0 28 Jul 2022
Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words RepresentationsEuropean Conference on Computer Vision (ECCV), 2022 Wenjie Pei Shuang Wu Dianwen Mei Fanglin Chen Jiandong Tian Guangming Lu VLM 88 11 0 25 Jul 2022
UC-OWOD: Unknown-Classified Open World Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Zhi-zong Wu Yue Lu Xingyu Chen Zhengxing Wu Liwen Kang Junzhi Yu 127 62 0 23 Jul 2022
Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Shuang Wu Wenjie Pei Dianwen Mei Fanglin Chen Jiandong Tian Guangming Lu VLM ObjD 120 36 0 22 Jul 2022
Rethinking Few-Shot Object Detection on a Multi-Domain BenchmarkEuropean Conference on Computer Vision (ECCV), 2022 Kibok Lee Hao Yang Satyaki Chakraborty Zhaowei Cai Gurumurthy Swaminathan Avinash Ravichandran Onkar Dabeer 164 25 0 22 Jul 2022
Few-shot Object Counting and DetectionEuropean Conference on Computer Vision (ECCV), 2022 Trung Quoc Nguyen Chau Pham Khoi Duc Minh Nguyen Minh Hoai 101 59 0 22 Jul 2022
Inspector: Pixel-Based Automated Game Testing via Exploration, Detection, and Investigation Guoqing Liu Mengzhang Cai Li Zhao Tao Qin Adrian Brown Jimmy Bischoff Tie-Yan Liu 92 12 0 18 Jul 2022
Compound Prototype Matching for Few-shot Action RecognitionEuropean Conference on Computer Vision (ECCV), 2022 Yifei Huang Lijin Yang Yoichi Sato 235 51 0 12 Jul 2022
Rethinking Unsupervised Domain Adaptation for Semantic SegmentationPattern Recognition Letters (PRL), 2022 Zhijie Wang Masanori Suganuma Takayuki Okatani OOD 143 3 0 30 Jun 2022
GLIPv2: Unifying Localization and Vision-Language Understanding Haotian Zhang Pengchuan Zhang Xiaowei Hu Yen-Chun Chen Liunian Harold Li Xiyang Dai Lijuan Wang Lu Yuan Lei Li Jianfeng Gao ObjD VLM 173 339 0 12 Jun 2022
Automatic Bounding Box Annotation with Small Training Data Sets for Industrial Manufacturing Manuela Geiß R. Wagner Martin Baresch Josef Steiner Michaela Zwick ObjD 151 8 0 01 Jun 2022
iFS-RCNN: An Incremental Few-shot Instance SegmenterComputer Vision and Pattern Recognition (CVPR), 2022 Khoi Duc Minh Nguyen S. Todorovic ISeg CLL 156 28 0 31 May 2022
Mask-guided Vision Transformer (MG-ViT) for Few-Shot Learning Yuzhong Chen Zhe Xiao Lin Zhao Lu Zhang Haixing Dai ... Tuo Zhang Changying Li Dajiang Zhu Tianming Liu Xi Jiang 164 18 0 20 May 2022
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and OpportunitiesACM Computing Surveys (ACM CSUR), 2022 Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 215 487 0 13 May 2022
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised LearningAAAI Conference on Artificial Intelligence (AAAI), 2022 Na Dong Yongqiang Zhang Mingli Ding G. Lee CLL 132 38 0 09 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection Yuhang Cao Yuan Liu Yiqi Lin Dahua Lin ObjD 103 6 0 06 May 2022
Few-Shot Object Detection with Proposal Balance RefinementInternational Conference on Pattern Recognition (ICPR), 2022 Sueyeon Kim Woo-Jeoung Nam Seong-Whan Lee ObjD 157 3 0 22 Apr 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual ModelsNeural Information Processing Systems (NeurIPS), 2022 Chunyuan Li Haotian Liu Liunian Harold Li Pengchuan Zhang J. Aneja ... Ping Jin Houdong Hu Zicheng Liu Yong Jae Lee Jianfeng Gao 157 168 0 19 Apr 2022
Anomaly Detection in Autonomous Driving: A Survey Daniel Bogdoll Maximilian Nitsche J. Marius Zöllner 123 147 0 17 Apr 2022
Multi-Modal Few-Shot Object Detection with Meta-Learning-Based Cross-Modal Prompting G. Han Long Chen Jiawei Ma Shiyuan Huang Ramalingam Chellappa Shih-Fu Chang VLM 194 24 0 16 Apr 2022
Towards Open-Set Object Detection and Discovery Jiyang Zheng Weihao Li Jie Hong L. Petersson Nick Barnes ObjD 131 74 0 12 Apr 2022
CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection Karim Guirguis Ahmed Hendawy George Eskandar Mohamed Abdelsamad Matthias Kayser Jürgen Beyerer 92 18 0 11 Apr 2022
Few-Shot Object Detection in Unseen DomainsInternational Conference on Signal-Image Technology and Internet-Based Systems (SITIS), 2022 Karim Guirguis George Eskandar Matthias Kayser Bin Yang Jürgen Beyerer 132 1 0 11 Apr 2022
Integrative Few-Shot Learning for Classification and SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Dahyun Kang Minsu Cho VLM 147 67 0 29 Mar 2022
Few-Shot Object Detection with Fully Cross-TransformerComputer Vision and Pattern Recognition (CVPR), 2022 G. Han Jiawei Ma Shiyuan Huang Long Chen Shih-Fu Chang 196 152 0 28 Mar 2022
Expanding Low-Density Latent Regions for Open-Set Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 Jiaming Han Yuqiang Ren Jian Ding Xingjia Pan Ke Yan Guisong Xia ObjD 165 71 0 28 Mar 2022
Recent Few-Shot Object Detection Algorithms: A Survey with Performance ComparisonACM Transactions on Intelligent Systems and Technology (ACM TIST), 2022 Tianying Liu Jun Liu Yang Wang Jihong Guan Yanwei Fu Jiajia Zhao Shuigeng Zhou ObjD AAML 144 31 0 27 Mar 2022
Sylph: A Hypernetwork Framework for Incremental Few-shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 Li Yin Juan-Manuel Perez-Rua Kevin J. Liang ObjD 124 35 0 25 Mar 2022
Efficient Few-Shot Object Detection via Knowledge InheritanceIEEE Transactions on Image Processing (IEEE TIP), 2022 Ze Yang Chi Zhang Ruibo Li Yi Tian Xu Guosheng Lin VLM 148 38 0 23 Mar 2022
Semantic-aligned Fusion Transformer for One-shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2022 Yizhou Zhao Xun Guo Yan Lu ViT ObjD 133 26 0 17 Mar 2022
UnseenNet: Fast Training Detector for Any Unseen ConceptImage and Vision Computing New Zealand (IVCNZ), 2022 Asra Aslam Edward W. J. Curry ObjD 91 0 0 16 Mar 2022
CODA: A Real-World Road Corner Case Dataset for Object Detection in Autonomous DrivingEuropean Conference on Computer Vision (ECCV), 2022 Kaican Li Kai Chen Haoyu Wang Lanqing Hong Chao Ye ... Chunjing Xu Dit-Yan Yeung Xiaodan Liang Zhenguo Li Hang Xu 190 120 0 15 Mar 2022
Learning Transferable Reward for Query Object Localization with Policy AdaptationInternational Conference on Learning Representations (ICLR), 2022 Tingfeng Li Shaobo Han Martin Renqiang Min Dimitris N. Metaxas 120 1 0 24 Feb 2022
Learning with Free Object Segments for Long-Tailed Instance SegmentationEuropean Conference on Computer Vision (ECCV), 2022 Cheng Zhang Tai-Yu Pan Tianle Chen Shitian Zhao Wen-juan Fu Wei-Lun Chao VLM 155 13 0 22 Feb 2022
Mobile Robot Manipulation using Pure Object DetectionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Brent A. Griffin 160 9 0 28 Jan 2022
OSSID: Online Self-Supervised Instance Detection by (and for) Pose EstimationIEEE Robotics and Automation Letters (RA-L), 2022 Qiao Gu Brian Okorn David Held 118 9 0 18 Jan 2022
A Unified Framework for Attention-Based Few-Shot Object Detection Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 136 3 0 06 Jan 2022
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 115 1 0 23 Dec 2021
Few-Shot Object Detection: A Comprehensive SurveyIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2021 Mona Köhler M. Eisenbach H. Groß ObjD 129 84 0 22 Dec 2021
Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning Josh Myers-Dean Yinan Zhao Brian L. Price Scott D. Cohen Danna Gurari CLL 128 14 0 21 Dec 2021
Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional NetworksIEEE International Conference on Computer Vision (ICCV), 2021 G. Han Yicheng He Shiyuan Huang Jiawei Ma Shih-Fu Chang ObjD 221 113 0 17 Dec 2021
Few-shot Keypoint Detection with Uncertainty Learning for Unseen Species Changsheng Lu Piotr Koniusz 152 42 0 12 Dec 2021
Label, Verify, Correct: A Simple Few Shot Object Detection Method Prannay Kaul Weidi Xie Andrew Zisserman ObjD 124 94 0 10 Dec 2021
Spatio-temporal Relation Modeling for Few-shot Action Recognition Anirudh Thatipelli Sanath Narayan Salman Khan Rao Muhammad Anwer Fahad Shahbaz Khan Guohao Li ViT 147 102 0 09 Dec 2021
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Lei Li Kai-Wei Chang Jianfeng Gao ObjD VLM 301 1,249 0 07 Dec 2021
A Survey of Deep Learning for Low-Shot Object DetectionACM Computing Surveys (CSUR), 2021 Qihan Huang Haofei Zhang Mengqi Xue Mingli Song Xiuming Zhang ObjD 250 20 0 06 Dec 2021
AirDet: Few-Shot Detection without Fine-tuning for Autonomous Exploration Bowen Li Chen Wang Pranay Reddy Seungchan Kim Sebastian Scherer ViT 150 26 0 03 Dec 2021
OW-DETR: Open-world Detection Transformer Akshita Gupta Sanath Narayan K. J. Joseph Salman Khan Fahad Shahbaz Khan M. Shah ViT 179 205 0 02 Dec 2021
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 90 0 23 Nov 2021