Frustratingly Simple Few-Shot Object Detection

16 March 2020

Papers citing "Frustratingly Simple Few-Shot Object Detection"

50 / 251 papers shown

Title
A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities Yisheng Song Ting-Yuan Wang S. Mondal J. P. Sahoo SLR 50 343 0 13 May 2022
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning Na Dong Yongqiang Zhang Mingli Ding G. Lee CLL 34 29 0 09 May 2022
MINI: Mining Implicit Novel Instances for Few-Shot Object Detection Yuhang Cao Jiaqi Wang Yiqi Lin Dahua Lin ObjD 25 5 0 06 May 2022
Few-Shot Object Detection with Proposal Balance Refinement Sueyeon Kim Woo-Jeoung Nam Seong-Whan Lee ObjD 25 3 0 22 Apr 2022
ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models Chunyuan Li Haotian Liu Liunian Harold Li Pengchuan Zhang J. Aneja ... Ping Jin Houdong Hu Zicheng Liu Yong Jae Lee Jianfeng Gao 29 144 0 19 Apr 2022
Anomaly Detection in Autonomous Driving: A Survey Daniel Bogdoll Maximilian Nitsche J. Marius Zöllner 22 116 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 26 20 0 16 Apr 2022
Towards Open-Set Object Detection and Discovery Jiyang Zheng Weihao Li Jie Hong L. Petersson Nick Barnes ObjD 33 61 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 19 15 0 11 Apr 2022
Few-Shot Object Detection in Unseen Domains Karim Guirguis George Eskandar Matthias Kayser Bin Yang Jürgen Beyerer 25 1 0 11 Apr 2022
Integrative Few-Shot Learning for Classification and Segmentation Dahyun Kang Minsu Cho VLM 26 59 0 29 Mar 2022
Few-Shot Object Detection with Fully Cross-Transformer G. Han Jiawei Ma Shiyuan Huang Long Chen Shih-Fu Chang 20 130 0 28 Mar 2022
Expanding Low-Density Latent Regions for Open-Set Object Detection Jiaming Han Yuqiang Ren Jian Ding Xingjia Pan Ke Yan Guisong Xia ObjD 40 59 0 28 Mar 2022
Recent Few-Shot Object Detection Algorithms: A Survey with Performance Comparison Tianying Liu Lu Zhang Yang Wang Jihong Guan Yanwei Fu Jiajia Zhao Shuigeng Zhou ObjD AAML 18 27 0 27 Mar 2022
Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection Li Yin Juan-Manuel Perez-Rua Kevin J Liang ObjD 25 35 0 25 Mar 2022
Efficient Few-Shot Object Detection via Knowledge Inheritance Ze Yang Chi Zhang Ruibo Li Yi Tian Xu Guosheng Lin VLM 19 33 0 23 Mar 2022
Semantic-aligned Fusion Transformer for One-shot Object Detection Yizhou Zhao Xun Guo Yan Lu ViT ObjD 22 21 0 17 Mar 2022
UnseenNet: Fast Training Detector for Any Unseen Concept Asra Aslam Edward W. J. Curry ObjD 19 0 0 16 Mar 2022
CODA: A Real-World Road Corner Case Dataset for Object Detection in Autonomous Driving Kaican Li Kai Chen Haoyu Wang Lanqing Hong Chao Ye ... Chunjing Xu Dit-Yan Yeung Xiaodan Liang Zhenguo Li Hang Xu 26 97 0 15 Mar 2022
Learning Transferable Reward for Query Object Localization with Policy Adaptation Tingfeng Li Shaobo Han Martin Renqiang Min Dimitris N. Metaxas 25 1 0 24 Feb 2022
Learning with Free Object Segments for Long-Tailed Instance Segmentation Cheng Zhang Tai-Yu Pan Tianle Chen Jike Zhong Wen-juan Fu Wei-Lun Chao VLM 33 10 0 22 Feb 2022
Mobile Robot Manipulation using Pure Object Detection Brent A. Griffin 39 7 0 28 Jan 2022
OSSID: Online Self-Supervised Instance Detection by (and for) Pose Estimation Qiao Gu Brian Okorn David Held 18 9 0 18 Jan 2022
A Unified Framework for Attention-Based Few-Shot Object Detection Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 29 2 0 06 Jan 2022
Dual Path Structural Contrastive Embeddings for Learning Novel Objects Bingbin Li E. Cui Yanan Li Donghui Wang Weng Kee Wong 19 1 0 23 Dec 2021
Few-Shot Object Detection: A Comprehensive Survey Mona Köhler M. Eisenbach H. Groß ObjD 29 59 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 24 13 0 21 Dec 2021
Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks G. Han Yicheng He Shiyuan Huang Jiawei Ma Shih-Fu Chang ObjD 30 103 0 17 Dec 2021
Few-shot Keypoint Detection with Uncertainty Learning for Unseen Species Changsheng Lu Piotr Koniusz 35 33 0 12 Dec 2021
Label, Verify, Correct: A Simple Few Shot Object Detection Method Prannay Kaul Weidi Xie Andrew Zisserman ObjD 12 81 0 10 Dec 2021
Spatio-temporal Relation Modeling for Few-shot Action Recognition Anirudh Thatipelli Sanath Narayan Salman Khan Rao Muhammad Anwer F. Khan Bernard Ghanem ViT 25 88 0 09 Dec 2021
Grounded Language-Image Pre-training Liunian Harold Li Pengchuan Zhang Haotian Zhang Jianwei Yang Chunyuan Li ... Lu Yuan Lei Zhang Jenq-Neng Hwang Kai-Wei Chang Jianfeng Gao ObjD VLM 29 1,018 0 07 Dec 2021
A Survey of Deep Learning for Low-Shot Object Detection Qihan Huang Haofei Zhang Mengqi Xue Jie Song Mingli Song ObjD 33 18 0 06 Dec 2021
AirDet: Few-Shot Detection without Fine-tuning for Autonomous Exploration Bowen Li Chen Wang Pranay Reddy Seungchan Kim S. Scherer ViT 15 25 0 03 Dec 2021
OW-DETR: Open-world Detection Transformer Akshita Gupta Sanath Narayan K. J. Joseph Salman Khan F. Khan M. Shah ViT 26 163 0 02 Dec 2021
Few-Shot Object Detection via Association and DIscrimination Yuhang Cao Jiaqi Wang Ying Jin Tong Wu Kai-xiang Chen Ziwei Liu Dahua Lin ObjD 21 82 0 23 Nov 2021
Class-agnostic Object Detection with Multi-modal Transformer Muhammad Maaz H. Rasheed Salman Khan F. Khan Rao Muhammad Anwer Ming Yang 15 91 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 19 4 0 12 Nov 2021
Learned Image Compression for Machine Perception Felipe Codevilla Jean-Gabriel Simard Ross Goroshin C. Pal 22 20 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 19 15 0 30 Oct 2021
Meta Guided Metric Learner for Overcoming Class Confusion in Few-Shot Road Object Detection Anay Majee A. Subramanian Kshitij Agrawal 21 3 0 28 Oct 2021
A Survey of Self-Supervised and Few-Shot Object Detection Gabriel Huang I. Laradji David Vazquez Simon Lacoste-Julien Pau Rodríguez López ObjD 25 77 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 16 1 0 26 Oct 2021
Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Yuqing Hu Vincent Gripon S. Pateux 34 37 0 18 Oct 2021
Morphable Detector for Object Detection on Demand Xiangyun Zhao Xu Zou Ying Nian Wu ObjD 27 4 0 10 Oct 2021
Experience feedback using Representation Learning for Few-Shot Object Detection on Aerial Images Pierre Le Jeune M. Lebbah Anissa Zergaïnoh-Mokraoui Hanene Azzag ObjD 17 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 20 9 0 23 Sep 2021
Few-Shot Object Detection by Attending to Per-Sample-Prototype Hojun Lee Myunggi Lee Nojun Kwak ObjD 30 30 0 16 Sep 2021
Wanderlust: Online Continual Object Detection in the Real World Jianren Wang Xin Wang Shang-Guan Yue Abhinav Gupta 22 57 0 25 Aug 2021
Relational Embedding for Few-Shot Classification Dahyun Kang Heeseung Kwon Juhong Min Minsu Cho 31 185 0 22 Aug 2021