Frustratingly Simple Few-Shot Object Detection

16 March 2020

Papers citing "Frustratingly Simple Few-Shot Object Detection"

50 / 251 papers shown

Title
Explore the Power of Dropout on Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 30 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 34 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 20 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 19 5 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 21 6 0 13 Dec 2022
On Utilizing Relationships for Transferable Few-Shot Fine-Grained Object Detection Ambar Pal Arnau Ramisa C. AmitKumarK René Vidal ObjD 8 0 0 01 Dec 2022
Better Generalized Few-Shot Learning Even Without Base Data Seongwoong Kim Dong-Wan Choi 19 7 0 29 Nov 2022
Multi-Modal Few-Shot Temporal Action Detection Sauradip Nag Mengmeng Xu Xiatian Zhu Juan-Manuel Perez-Rua Bernard Ghanem Yi-Zhe Song Tao Xiang VLM 22 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 27 33 0 27 Nov 2022
Few-shot Object Detection with Refined Contrastive Learning Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 17 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 Bernard Ghanem Tao Xiang Juan-Manuel Perez-Rua 25 13 0 18 Nov 2022
Label-Efficient Object Detection via Region Proposal Network Pre-Training Nanqing Dong Linus Ericsson Yongxin Yang A. Leonardis Steven G. McDonagh ObjD 42 5 0 16 Nov 2022
Few-shot Metric Learning: Online Adaptation of Embedding for Retrieval Deunsol Jung Dahyun Kang Suha Kwak Minsu Cho CLL 19 8 0 14 Nov 2022
Spatial Reasoning for Few-Shot Object Detection Geonuk Kim Ho-Choul Jung Seong-Whan Lee ObjD 25 33 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 10 19 0 02 Nov 2022
A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images Pierre Le Jeune Anissa Zergaïnoh-Mokraoui ObjD 11 3 0 25 Oct 2022
Learning to Discover and Detect Objects V. Fomenko Ismail Elezi Deva Ramanan Laura Leal-Taixé Aljosa Osep ObjD 31 10 0 19 Oct 2022
A Unified Framework with Meta-dropout for Few-shot Learning Shaobo Lin Xingyu Zeng Rui Zhao 14 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 25 2 0 11 Oct 2022
Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection Shizhen Zhao Xiaojuan Qi 3DPC 45 17 0 11 Oct 2022
Enabling ISP-less Low-Power Computer Vision Gourav Datta Zeyu Liu Zihan Yin Linyu Sun Akhilesh R. Jaiswal P. Beerel VLM 13 7 0 11 Oct 2022
CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection Wuti Xiong 60 13 0 11 Oct 2022
Fast Hierarchical Learning for Few-Shot Object Detection Yihang She Goutam Bhat Martin Danelljan F. I. F. Richard Yu ObjD 17 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 37 30 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 M. Fraser Annemarie Friedrich 14 20 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 24 9 0 08 Oct 2022
Exploring Effective Knowledge Transfer for Few-shot Object Detection Zhiyuan Zhao Qingjie Liu Yunhong Wang 27 8 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 45 26 0 22 Sep 2022
Visual Prompting via Image Inpainting Amir Bar Yossi Gandelsman Trevor Darrell Amir Globerson Alexei A. Efros VLM VPVLM 16 200 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 26 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 Wenwen Qiang Lingyu Si Chengbo Jiao Xiaohui Hu Changwen Zheng Fuchun Sun CML 34 28 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 30 26 0 24 Aug 2022
Meta-Learning Online Control for Linear Dynamical Systems Deepan Muthirayan D. Kalathil Pramod P. Khargonekar 11 6 0 18 Aug 2022
Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning Dong Huk Park Jongmin Lee ObjD 12 11 0 15 Aug 2022
Label-Free Synthetic Pretraining of Object Detectors Hei Law Jia Deng 25 4 0 08 Aug 2022
Robotic Interestingness via Human-Informed Few-Shot Object Detection Seungchan Kim Chen Wang Bowen Li S. Scherer 8 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 41 93 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 P. Xing ViT 39 20 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 20 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 17 55 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 31 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 O. Dabeer 27 21 0 22 Jul 2022
Few-shot Object Counting and Detection T. Nguyen Chau Pham Khoi Duc Minh Nguyen Minh Hoai 11 47 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 19 7 0 18 Jul 2022
Compound Prototype Matching for Few-shot Action Recognition Yifei Huang Lijin Yang Yoichi Sato 22 43 0 12 Jul 2022
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation Zhijie Wang Masanori Suganuma Takayuki Okatani OOD 11 2 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 Jenq-Neng Hwang Jianfeng Gao ObjD VLM 19 290 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 9 4 0 01 Jun 2022
iFS-RCNN: An Incremental Few-shot Instance Segmenter Khoi Duc Minh Nguyen S. Todorovic ISeg CLL 49 23 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 41 18 0 20 May 2022