Frustratingly Simple Few-Shot Object Detection

16 March 2020

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Papers citing "Frustratingly Simple Few-Shot Object Detection"

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Title
ENInst: Enhancing Weakly-supervised Low-shot Instance Segmentation Moon Ye-Bin D. Choi Y. Kwon Junsik Kim Tae-Hyun Oh ISeg 96 6 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 79 12 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 77 8 0 08 Feb 2023
Few-Shot Object Detection via Variational Feature Aggregation Jiaming Han Yuqiang Ren Jian Ding Ke Yan Guisong Xia 98 70 0 31 Jan 2023
Explore the Power of Dropout on Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 95 0 0 26 Jan 2023
Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation Yue Han Jiangning Zhang Zhucun Xue Chao Xu Xintian Shen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li 102 17 0 03 Jan 2023
Bridging Images and Videos: A Simple Learning Framework for Large Vocabulary Video Object Detection Sanghyun Woo Kwanyong Park Seoung Wug Oh In So Kweon Joon-Young Lee VLM VOS 70 6 0 20 Dec 2022
Proposal Distribution Calibration for Few-Shot Object Detection Bohao Li Chang-rui Liu Mengnan Shi Xiaozhong Chen Xiang Ji QiXiang Ye ObjD 84 6 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 105 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 44 0 0 01 Dec 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 73 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 66 6 0 27 Nov 2022
Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection Xiaonan Lu Wenhui Diao Yongqiang Mao Junxi Li Peijin Wang Xian Sun Kun Fu ObjD 100 36 0 27 Nov 2022
Few-shot Object Detection with Refined Contrastive Learning Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 74 7 0 24 Nov 2022
Where is my Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization Mengmeng Xu Yanghao Li Cheng-Yang Fu Guohao Li Tao Xiang Juan-Manuel Perez-Rua 98 14 0 18 Nov 2022
Label-Efficient Object Detection via Region Proposal Network Pre-Training Nanqing Dong Linus Ericsson Yongxin Yang A. Leonardis Jingyu Sun ObjD 79 5 0 16 Nov 2022
Few-shot Metric Learning: Online Adaptation of Embedding for Retrieval Deunsol Jung Dahyun Kang Suha Kwak Minsu Cho CLL 77 8 0 14 Nov 2022
Spatial Reasoning for Few-Shot Object Detection Geonuk Kim Ho-Choul Jung Seong-Whan Lee ObjD 65 34 0 02 Nov 2022
tSF: Transformer-based Semantic Filter for Few-Shot Learning Jinxiang Lai Siqian Yang Wenlong Liu Yi Zeng Zhongyi Huang Wenlong Wu Jun Liu Bin-Bin Gao Chengjie Wang VLM 71 19 0 02 Nov 2022
Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object Detection Shan Zhang Naila Murray Lei Wang Piotr Koniusz ViT 77 16 0 30 Oct 2022
A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 91 3 0 25 Oct 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 91 11 0 19 Oct 2022
A Unified Framework with Meta-dropout for Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 73 1 0 12 Oct 2022
Towards Discriminative and Transferable One-Stage Few-Shot Object Detectors Karim Guirguis Mohamed Abdelsamad George Eskandar Ahmed Hendawy Matthias Kayser B. Yang Jürgen Beyerer ObjD 92 2 0 11 Oct 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection Shizhen Zhao Xiaojuan Qi 3DPC 96 17 0 11 Oct 2022
Enabling ISP-less Low-Power Computer Vision Gourav Datta Zeyu Liu Zihan Yin Linyu Sun Akhilesh R. Jaiswal Peter A. Beerel VLM 51 7 0 11 Oct 2022
CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection Wuti Xiong 128 14 0 11 Oct 2022
Fast Hierarchical Learning for Few-Shot Object Detection Yihang She Goutam Bhat Martin Danelljan Feng Yu ObjD 88 1 0 10 Oct 2022
FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training Adrian Bulat Ricardo Guerrero Brais Martínez Georgios Tzimiropoulos 96 31 0 10 Oct 2022
A Survey of Methods for Addressing Class Imbalance in Deep-Learning Based Natural Language Processing Sophie Henning William H. Beluch Alexander Fraser Annemarie Friedrich 39 22 0 10 Oct 2022
Hierarchical Few-Shot Object Detection: Problem, Benchmark and Method Lu Zhang Yang Wang Jiaogen Zhou Chenbo Zhang Yinglu Zhang Jihong Guan Yatao Bian Shuigeng Zhou 118 9 0 08 Oct 2022
Exploring Effective Knowledge Transfer for Few-shot Object Detection Zhiyuan Zhao Qingjie Liu Yunhong Wang 95 9 0 05 Oct 2022
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object Detection Yipeng Gao Lingxiao Yang Yunmu Huang Song Xie Shiyong Li Weihao Zheng ObjD 115 29 0 22 Sep 2022
Visual Prompting via Image Inpainting Amir Bar Yossi Gandelsman Trevor Darrell Amir Globerson Alexei A. Efros VLM VPVLM 75 212 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 44 5 0 01 Sep 2022
Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective Jiangmeng Li Yanan Zhang Jingyao Wang Hui Xiong Chengbo Jiao Xiaohui Hu Changwen Zheng Gang Hua CML 110 30 0 26 Aug 2022
Towards Efficient Use of Multi-Scale Features in Transformer-Based Object Detectors Gongjie Zhang Zhipeng Luo Zichen Tian Yingchen Yu Jingyi Zhang Shijian Lu 99 28 0 24 Aug 2022
Meta-Learning Online Control for Linear Dynamical Systems Deepan Muthirayan D. Kalathil Pramod P. Khargonekar 78 7 0 18 Aug 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Dong Huk Park Jongmin Lee ObjD 92 11 0 15 Aug 2022
Label-Free Synthetic Pretraining of Object Detectors Hei Law Jia Deng 76 4 0 08 Aug 2022
Robotic Interestingness via Human-Informed Few-Shot Object Detection Seungchan Kim Chen Wang Bowen Li Sebastian Scherer 60 4 0 01 Aug 2022
Meta-DETR: Image-Level Few-Shot Detection with Inter-Class Correlation Exploitation Gongjie Zhang Zhipeng Luo Kaiwen Cui Shijian Lu Eric P. Xing ViT 108 102 0 30 Jul 2022
Semantic-Aligned Matching for Enhanced DETR Convergence and Multi-Scale Feature Fusion Gongjie Zhang Zhipeng Luo Jiaxing Huang Shijian Lu Eric Xing ViT 98 21 0 28 Jul 2022
Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words Representations Wenjie Pei Shuang Wu Dianwen Mei Fanglin Chen Jiandong Tian Guangming Lu VLM 49 11 0 25 Jul 2022
UC-OWOD: Unknown-Classified Open World Object Detection Zhi-zong Wu Yue Lu Xingyu Chen Zhengxing Wu Liwen Kang Junzhi Yu 92 57 0 23 Jul 2022
Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object Detection Shuang Wu Wenjie Pei Dianwen Mei Fanglin Chen Jiandong Tian Guangming Lu VLM ObjD 68 31 0 22 Jul 2022
Rethinking Few-Shot Object Detection on a Multi-Domain Benchmark Kibok Lee Hao Yang Satyaki Chakraborty Zhaowei Cai Gurumurthy Swaminathan Avinash Ravichandran Onkar Dabeer 111 22 0 22 Jul 2022
Few-shot Object Counting and Detection Trung Quoc Nguyen Chau Pham Khoi Duc Minh Nguyen Minh Hoai 64 52 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 63 8 0 18 Jul 2022
Compound Prototype Matching for Few-shot Action Recognition Yifei Huang Lijin Yang Yoichi Sato 132 44 0 12 Jul 2022