Frustratingly Simple Few-Shot Object Detection

16 March 2020

Papers citing "Frustratingly Simple Few-Shot Object Detection"

50 / 251 papers shown

Title
DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection Limeng Qiao Yuxuan Zhao Zhiyuan Li Xi Qiu Jianan Wu Chi Zhang ObjD 19 196 0 20 Aug 2021
Few-Shot Batch Incremental Road Object Detection via Detector Fusion Anuj Tambwekar Kshitij Agrawal Anay Majee A. Subramanian ObjD 11 5 0 18 Aug 2021
Learning Open-World Object Proposals without Learning to Classify Dahun Kim Tsung-Yi Lin A. Angelova In So Kweon Weicheng Kuo SSeg 11 123 0 15 Aug 2021
Dynamic Relevance Learning for Few-Shot Object Detection Weijie Liu Chong Wang Haohe Li Shenghao Yu Jiafei Wu ObjD 18 10 0 04 Aug 2021
Towards Accurate Localization by Instance Search Yi-Geng Hong Hui-Chu Xiao Wanlei Zhao ObjD 8 3 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 21 45 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 11 2 0 11 Jun 2021
DETReg: Unsupervised Pretraining with Region Priors for Object Detection Amir Bar Xin Wang Vadim Kantorov Colorado Reed Roei Herzig Gal Chechik Anna Rohrbach Trevor Darrell Amir Globerson ViT 25 115 0 08 Jun 2021
Training Domain-invariant Object Detector Faster with Feature Replay and Slow Learner Chaehyeon Lee Junghoon Seo Heechul Jung 13 2 0 31 May 2021
Generalized Few-Shot Object Detection without Forgetting Zhibo Fan Yuchen Ma Zeming Li Jian-jun Sun VLM ObjD 32 168 0 20 May 2021
Class-Incremental Few-Shot Object Detection Pengyang Li Yanan Li Han Cui Donghui Wang CLL 19 14 0 17 May 2021
Incremental Few-Shot Instance Segmentation Dan Andrei Ganea B. Boom R. Poppe CLL 12 68 0 11 May 2021
Hallucination Improves Few-Shot Object Detection Weilin Zhang Yu-xiong Wang ObjD 55 109 0 04 May 2021
Few-Shot Video Object Detection Qi Fan Chi-Keung Tang Yu-Wing Tai 29 11 0 30 Apr 2021
Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment G. Han Shiyuan Huang Jiawei Ma Yicheng He Shih-Fu Chang ObjD 21 163 0 15 Apr 2021
Image-Level or Object-Level? A Tale of Two Resampling Strategies for Long-Tailed Detection Nadine Chang Zhiding Yu Yu-xiong Wang Anima Anandkumar Sanja Fidler J. Álvarez 26 37 0 12 Apr 2021
Procrustean Training for Imbalanced Deep Learning Han-Jia Ye De-Chuan Zhan Wei-Lun Chao 13 31 0 05 Apr 2021
Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object Detection Hanzhe Hu Shuai Bai Aoxue Li J. Cui Liwei Wang ObjD 19 154 0 30 Mar 2021
Defect-GAN: High-Fidelity Defect Synthesis for Automated Defect Inspection Gongjie Zhang Kaiwen Cui Tzu-Yi Hung Shijian Lu 11 110 0 28 Mar 2021
When Few-Shot Learning Meets Video Object Detection Zhongjie Yu Gaoang Wang Lin Chen S. Raschka Jiebo Luo ObjD 33 1 0 26 Mar 2021
Few-shot Weakly-Supervised Object Detection via Directional Statistics Amirreza Shaban Amir M. Rahimi Thalaiyasingam Ajanthan Byron Boots Richard I. Hartley WSOD 21 5 0 25 Mar 2021
Factors of Influence for Transfer Learning across Diverse Appearance Domains and Task Types Thomas Mensink J. Uijlings Alina Kuznetsova Michael Gygli V. Ferrari VLM 32 80 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 15 78 0 22 Mar 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Bo Sun Banghuai Li Shengcai Cai Ye Yuan Chi Zhang 31 370 0 10 Mar 2021
Towards Open World Object Detection K. J. Joseph Salman Khan F. Khan V. Balasubramanian ObjD 24 448 0 03 Mar 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection Chenchen Zhu Fangyi Chen Uzair Ahmed Zhiqiang Shen Marios Savvides ObjD 94 177 0 02 Mar 2021
AdeNet: Deep learning architecture that identifies damaged electrical insulators in power lines Ademola Okerinde L. Shamir W. Hsu T. Theis 19 3 0 02 Mar 2021
Universal-Prototype Enhancing for Few-Shot Object Detection Aming Wu Yahong Han Linchao Zhu Yi Yang ObjD 26 84 0 01 Mar 2021
Dual-Awareness Attention for Few-Shot Object Detection 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 25 96 0 24 Feb 2021
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object Detection Cheng Zhang Tai-Yu Pan Yandong Li Hexiang Hu D. Xuan Soravit Changpinyo Boqing Gong Wei-Lun Chao ObjD VLM 69 39 0 17 Feb 2021
Few-Shot Learning for Road Object Detection Anay Majee Kshitij Agrawal A. Subramanian 19 21 0 29 Jan 2021
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters Mengjie Zhao Yi Zhu Ehsan Shareghi Ivan Vulić Roi Reichart Anna Korhonen Hinrich Schütze 19 64 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 12 12 0 30 Dec 2020
AFD-Net: Adaptive Fully-Dual Network for Few-Shot Object Detection Longyao Liu Bo Ma Yulin Zhang Xin Yi Haozhi Li ObjD 12 22 0 30 Nov 2020
Class-agnostic Object Detection Ayush Jaiswal Yue Wu P. Natarajan Premkumar Natarajan ObjD 33 31 0 28 Nov 2020
Cooperating RPN's Improve Few-Shot Object Detection Weilin Zhang Yu-xiong Wang David A. Forsyth ObjD 30 19 0 19 Nov 2020
A Broad Dataset is All You Need for One-Shot Object Detection Claudio Michaelis Matthias Bethge Alexander S. Ecker ObjD 21 2 0 09 Nov 2020
Modeling and Optimization Trade-off in Meta-learning Katelyn Gao Ozan Sener 6 28 0 24 Oct 2020
Online Structured Meta-learning Huaxiu Yao Yingbo Zhou M. Mahdavi Z. Li R. Socher Caiming Xiong 30 28 0 22 Oct 2020
Dataset Bias in Few-shot Image Recognition Shuqiang Jiang Yaohui Zhu Chenlong Liu Xinhang Song Xiangyang Li Weiqing Min 18 22 0 18 Aug 2020
Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild Yang Xiao Vincent Lepetit Renaud Marlet 3DPC 34 314 0 23 Jul 2020
Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection Xianyu Chen Ming Jiang Qi Zhao ObjD 8 12 0 23 Jul 2020
Multi-Scale Positive Sample Refinement for Few-Shot Object Detection Jiaxi Wu Songtao Liu Di Huang Yunhong Wang ObjD 17 282 0 18 Jul 2020
Top-Related Meta-Learning Method for Few-Shot Object Detection Qian Li Nan Guo Xiaochun Ye Duo Wang Dongrui Fan Zhimin Tang ObjD VLM 14 0 0 14 Jul 2020
Incremental Few-Shot Object Detection for Robotics Yiting Li H. Zhu Sichao Tian Fan Feng Jun Ma C. Teo Cheng Xiang P. Vadakkepat T. Lee ObjD CLL 21 11 0 06 May 2020
Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Mateusz Michalkiewicz Sarah Parisot Stavros Tsogkas Mahsa Baktash Anders P. Eriksson Eugene Belilovsky 3DV 25 25 0 14 Apr 2020
OS2D: One-Stage One-Shot Object Detection by Matching Anchor Features A. Osokin Denis Sumin V. Lomakin ObjD 12 57 0 15 Mar 2020
Identifying and Compensating for Feature Deviation in Imbalanced Deep Learning Han-Jia Ye Hong-You Chen De-Chuan Zhan Wei-Lun Chao 24 99 0 06 Jan 2020
Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning Xiaopeng Yan Ziliang Chen Anni Xu Xiaoxi Wang Xiaodan Liang Liang Lin ObjD 160 446 0 28 Sep 2019
An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Yaoyao Liu Bernt Schiele Qianru Sun BDL 25 128 0 17 Apr 2019