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
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Jiawei Ma Yulei Niu Jincheng Xu Shiyuan Huang G. Han Shih-Fu Chang ObjD 128 46 0 16 Mar 2023
ELFIS: Expert Learning for Fine-grained Image Recognition Using Subsets Pablo J. Villacorta Jesús M. Rodríguez-de-Vera Marc Bolaños Ignacio Sarasúa Bhalaji Nagarajan Petia Radeva 137 2 0 16 Mar 2023
SeqCo-DETR: Sequence Consistency Training for Self-Supervised Object Detection with TransformersBritish Machine Vision Conference (BMVC), 2023 Guoqiang Jin Fan Yang Mingshan Sun R. Zhao Yakun Liu Wei Li Tianpeng Bao Liwei Wu Xingyu Zeng Rui Zhao ViT 114 2 0 15 Mar 2023
Transformation-Invariant Network for Few-Shot Object Detection in Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2023 Nanqing Liu Xun Xu Turgay Celik Zongxin Gan Hengchao Li 161 32 0 13 Mar 2023
LEDetection: A Simple Framework for Semi-Supervised Few-Shot Object DetectionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Phi Vu Tran ObjD 139 2 0 10 Mar 2023
MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2023 Minh-Quan Le Tam V. Nguyen Trung-Nghia Le Thanh-Toan Do Minh N. Do M. Tran DiffM 134 19 0 09 Mar 2023
NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature ForgingComputer Vision and Pattern Recognition (CVPR), 2023 Karim Guirguis Johannes Meier George Eskandar Matthias Kayser B. Yang Juergen Beyerer 156 13 0 09 Mar 2023
An Effective Crop-Paste Pipeline for Few-shot Object Detection Shaobo Lin Kun Wang Xingyu Zeng Ruili Zhao 160 9 0 28 Feb 2023
Incremental Few-Shot Object Detection via Simple Fine-Tuning ApproachIEEE International Conference on Robotics and Automation (ICRA), 2023 Taehyean Choi Jong-Hwan Kim ObjD 110 6 0 20 Feb 2023
ENInst: Enhancing Weakly-supervised Low-shot Instance SegmentationPattern Recognition (Pattern Recogn.), 2023 Moon Ye-Bin D. Choi Y. Kwon Junsik Kim Tae-Hyun Oh ISeg 186 8 0 20 Feb 2023
Bridging the Sim2Real gap with CARE: Supervised Detection Adaptation with Conditional Alignment and Reweighting Viraj Prabhu David Acuna Andy Liao Rafid Mahmood M. Law Judy Hoffman Sanja Fidler James Lucas 108 15 0 09 Feb 2023
Generalized Few-Shot 3D Object Detection of LiDAR Point Cloud for Autonomous Driving Jiawei Liu Xingping Dong Sanyuan Zhao Jianbing Shen 3DPC 128 9 0 08 Feb 2023
Few-Shot Object Detection via Variational Feature AggregationAAAI Conference on Artificial Intelligence (AAAI), 2023 Jiaming Han Yuqiang Ren Jian Ding Ke Yan Guisong Xia 143 98 0 31 Jan 2023
Explore the Power of Dropout on Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 144 0 0 26 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 213 22 0 03 Jan 2023
Bridging Images and Videos: A Simple Learning Framework for Large Vocabulary Video Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Sanghyun Woo Kwanyong Park Seoung Wug Oh In So Kweon Joon-Young Lee VLM VOS 114 7 0 20 Dec 2022
Proposal Distribution Calibration for Few-Shot Object DetectionIEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2022 Bohao Li Chang-rui Liu Mengnan Shi Xiaozhong Chen Xiang Ji QiXiang Ye ObjD 142 8 0 15 Dec 2022
3rd Continual Learning Workshop Challenge on Egocentric Category and Instance Level Object Understanding Lorenzo Pellegrini Chenchen Zhu Fanyi Xiao Zhicheng Yan Antonio Carta Matthias De Lange Vincenzo Lomonaco Roshan Sumbaly Pau Rodríguez López David Vazquez CLL 151 7 0 13 Dec 2022
On Utilizing Relationships for Transferable Few-Shot Fine-Grained Object Detection Ambar Pal Arnau Ramisa C. AmitKumarK René Vidal ObjD 70 0 0 01 Dec 2022
Better Generalized Few-Shot Learning Even Without Base DataAAAI Conference on Artificial Intelligence (AAAI), 2022 Seongwoong Kim Dong-Wan Choi 165 8 0 29 Nov 2022
Multi-Modal Few-Shot Temporal Action Detection Sauradip Nag Mengmeng Xu Xiatian Zhu Juan-Manuel Perez-Rua Guohao Li Yi-Zhe Song Tao Xiang VLM 122 7 0 27 Nov 2022
Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object DetectionAAAI Conference on Artificial Intelligence (AAAI), 2022 Xiaonan Lu Wenhui Diao Yongqiang Mao Junxi Li Peijin Wang Xian Sun Kun Fu ObjD 157 47 0 27 Nov 2022
Few-shot Object Detection with Refined Contrastive LearningIEEE International Conference on Tools with Artificial Intelligence (ICTAI), 2022 Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 175 7 0 24 Nov 2022
Where is my Wallet? Modeling Object Proposal Sets for Egocentric Visual Query LocalizationComputer Vision and Pattern Recognition (CVPR), 2022 Mengmeng Xu Yanghao Li Cheng-Yang Fu Guohao Li Tao Xiang Juan-Manuel Perez-Rua 177 17 0 18 Nov 2022
Label-Efficient Object Detection via Region Proposal Network Pre-TrainingNeurocomputing (Neurocomputing), 2022 Nanqing Dong Linus Ericsson Yongxin Yang A. Leonardis Jingyu Sun ObjD 141 6 0 16 Nov 2022
Few-shot Metric Learning: Online Adaptation of Embedding for RetrievalAsian Conference on Computer Vision (ACCV), 2022 Deunsol Jung Dahyun Kang Suha Kwak Minsu Cho CLL 97 11 0 14 Nov 2022
Spatial Reasoning for Few-Shot Object DetectionPattern Recognition (Pattern Recogn.), 2022 Geonuk Kim Ho-Choul Jung Seong-Whan Lee ObjD 134 38 0 02 Nov 2022
tSF: Transformer-based Semantic Filter for Few-Shot LearningEuropean Conference on Computer Vision (ECCV), 2022 Jinxiang Lai Siqian Yang Wenlong Liu Yi Zeng Zhongyi Huang Wenlong Wu Jun Liu Bin-Bin Gao Chengjie Wang VLM 91 20 0 02 Nov 2022
Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Shan Zhang Naila Murray Lei Wang Piotr Koniusz ViT 124 18 0 30 Oct 2022
A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 142 4 0 25 Oct 2022
Learning to Discover and Detect ObjectsNeural Information Processing Systems (NeurIPS), 2022 V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 145 11 0 19 Oct 2022
A Unified Framework with Meta-dropout for Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 130 1 0 12 Oct 2022
Towards Discriminative and Transferable One-Stage Few-Shot Object DetectorsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Karim Guirguis Mohamed Abdelsamad George Eskandar Ahmed Hendawy Matthias Kayser B. Yang Jürgen Beyerer ObjD 162 2 0 11 Oct 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object DetectionNeural Information Processing Systems (NeurIPS), 2022 Shizhen Zhao Xiaojuan Qi 3DPC 159 21 0 11 Oct 2022
Enabling ISP-less Low-Power Computer VisionIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Gourav Datta Zeyu Liu Zihan Yin Linyu Sun Akhilesh R. Jaiswal Peter A. Beerel VLM 78 8 0 11 Oct 2022
CD-FSOD: A Benchmark for Cross-domain Few-shot Object DetectionIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2022 Wuti Xiong 226 18 0 11 Oct 2022
Fast Hierarchical Learning for Few-Shot Object DetectionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Yihang She Goutam Bhat Martin Danelljan Feng Yu ObjD 115 1 0 10 Oct 2022
FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-trainingIEEE International Conference on Computer Vision (ICCV), 2022 Adrian Bulat Ricardo Guerrero Brais Martínez Georgios Tzimiropoulos 145 41 0 10 Oct 2022
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language ProcessingConference of the European Chapter of the Association for Computational Linguistics (EACL), 2022 Sophie Henning William H. Beluch Kangyang Luo Annemarie Friedrich 92 32 0 10 Oct 2022
Hierarchical Few-Shot Object Detection: Problem, Benchmark and MethodACM Multimedia (ACM MM), 2022 Jun Liu Yang Wang Jiaogen Zhou Chenbo Zhang Yinglu Zhang Jihong Guan Yatao Bian Shuigeng Zhou 172 11 0 08 Oct 2022
Exploring Effective Knowledge Transfer for Few-shot Object DetectionACM Multimedia (ACM MM), 2022 Zhiyuan Zhao Qingjie Liu Yunhong Wang 188 10 0 05 Oct 2022
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object DetectionEuropean Conference on Computer Vision (ECCV), 2022 Yipeng Gao Lingxiao Yang Yunmu Huang Song Xie Shiyong Li Weihao Zheng ObjD 165 31 0 22 Sep 2022
Visual Prompting via Image InpaintingNeural Information Processing Systems (NeurIPS), 2022 Amir Bar Yossi Gandelsman Trevor Darrell Amir Globerson Alexei A. Efros VLM VPVLM 144 252 0 01 Sep 2022
A New Knowledge Distillation Network for Incremental Few-Shot Surface Defect Detection Chen Sun Liang Gao Xinyu Li Yiping Gao CLL 82 7 0 01 Sep 2022
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal PerspectiveAAAI Conference on Artificial Intelligence (AAAI), 2022 Jiangmeng Li Yanan Zhang Jingyao Wang Hui Xiong Chengbo Jiao Xiaohui Hu Changwen Zheng Gang Hua CML 161 36 0 26 Aug 2022
Towards Efficient Use of Multi-Scale Features in Transformer-Based Object DetectorsComputer Vision and Pattern Recognition (CVPR), 2022 Gongjie Zhang Zhipeng Luo Zichen Tian Yingchen Yu Jingyi Zhang Shijian Lu 172 36 0 24 Aug 2022
Meta-Learning Online Control for Linear Dynamical SystemsIEEE Conference on Decision and Control (CDC), 2022 Deepan Muthirayan D. Kalathil Pramod P. Khargonekar 138 8 0 18 Aug 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Dong Huk Park Jongmin Lee ObjD 246 13 0 15 Aug 2022
Label-Free Synthetic Pretraining of Object DetectorsIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022 Hei Law Gaowen Liu 100 5 0 08 Aug 2022
Robotic Interestingness via Human-Informed Few-Shot Object DetectionIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2022 Seungchan Kim Chen Wang Bowen Li Sebastian Scherer 110 4 0 01 Aug 2022