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
ReCon: Region-Controllable Data Augmentation with Rectification and Alignment for Object Detection Haowei Zhu Tianxiang Pan Rui Qin Jun-Hai Yong Bin Wang DiffM 28 0 0 17 Oct 2025
FSP-DETR: Few-Shot Prototypical Parasitic Ova Detection Shubham Trehan U. Ramachandran Akash Rao Ruth Scimeca Sathyanarayanan N. Aakur VLM 16 0 0 10 Oct 2025
NS-Pep: De novo Peptide Design with Non-Standard Amino Acids Tao Guo Junbo Yin Yu Wang Xin Gao 28 0 0 01 Oct 2025
FSMODNet: A Closer Look at Few-Shot Detection in Multispectral Data Manuel Nkegoum M. Pham Elisa Fromont Bruno Avignon Sébastien Lefèvre 28 0 0 25 Sep 2025
You Share Beliefs, I Adapt: Progressive Heterogeneous Collaborative Perception Hao Si Ehsan Javanmardi Manabu Tsukada 12 1 0 11 Sep 2025
Few-Shot Pattern Detection via Template Matching and Regression Eunchan Jo Dahyun Kang Sanghyun Kim Yunseon Choi Minsu Cho 46 0 0 25 Aug 2025
Few-Shot Learning in Video and 3D Object Detection: A Survey Md Meftahul Ferdaus Kendall N. Niles Joe Tom Mahdi Abdelguerfi Elias Ioup 3DPC 85 1 0 22 Jul 2025
Domain-RAG: Retrieval-Guided Compositional Image Generation for Cross-Domain Few-Shot Object Detection Yu Li Xingyu Qiu Yuqian Fu Jie Chen Tianwen Qian ... Danda Pani Paudel Yanwei Fu Xuanjing Huang Luc Van Gool Yu-Gang Jiang 174 5 0 06 Jun 2025
FMG-Det: Foundation Model Guided Robust Object DetectionInternational Conference on Information Photonics (ICIP), 2025 Darryl Hannan T. Doster Henry Kvinge A. Attarian Y. Watkins ObjD 141 0 0 29 May 2025
Roboflow100-VL: A Multi-Domain Object Detection Benchmark for Vision-Language Models Peter Robicheaux Matvei Popov Anish Madan Isaac Robinson Joseph Nelson Deva Ramanan Neehar Peri ObjD VLM 188 9 0 27 May 2025
Decoupling Classifier for Boosting Few-shot Object Detection and Instance SegmentationNeural Information Processing Systems (NeurIPS), 2025 Bin-Bin Gao Xiaochen Chen Z. Huang Congchong Nie Jun Liu Jinxiang Lai Guannan Jiang Xi-Zhao Wang Chengjie Wang 251 37 0 20 May 2025
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Boyuan Meng Xinming Zhang Peilin Li Zhe Wu Yiming Li Wenkai Zhao B. Yu Hui-Liang Shen ViT 527 0 0 02 May 2025
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results Yuqian Fu Xingyu Qiu Bin Ren Yanwei Fu Radu Timofte ... Dianmo Sheng Xuanpu Zhao Zhiyu Li X. Ding Wenqian Li 142 29 0 14 Apr 2025
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object DetectionIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Ruoyu Chen Hua Zhang Jingzhi Li Li Liu Zhen Huang Simeng Qin 142 1 0 09 Apr 2025
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection Jiancheng Pan Yanxing Liu Xiao He Long Peng Jiahao Li Yuze Sun Xiaomeng Huang 136 9 0 06 Apr 2025
Style Evolving along Chain-of-Thought for Unknown-Domain Object DetectionComputer Vision and Pattern Recognition (CVPR), 2025 Zihao Zhang Aming Wu Yahong Han ObjD 157 0 0 13 Mar 2025
DitHub: A Modular Framework for Incremental Open-Vocabulary Object Detection Chiara Cappellino Gianluca Mancusi Matteo Mosconi Angelo Porrello Simone Calderara Rita Cucchiara ObjD VLM 316 0 0 12 Mar 2025
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning Shuangzhi Li Junlong Shen Lei Ma Xingyu Li 3DPC 138 0 0 08 Mar 2025
MIAdapt: Source-free Few-shot Domain Adaptive Object Detection for Microscopic Images Nimra Dilawar Sara Nadeem Javed Iqbal Waqas Sultani Mohsen Ali 187 0 0 05 Mar 2025
Multi-Perspective Data Augmentation for Few-shot Object DetectionInternational Conference on Learning Representations (ICLR), 2025 Anh-Khoa Nguyen Vu Quoc-Truong Truong Vinh-Tiep Nguyen T. Ngo Thanh-Toan Do Tam V. Nguyen 241 3 0 25 Feb 2025
Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 184 0 0 23 Feb 2025
Generalization-Enhanced Few-Shot Object Detection in Remote Sensing Hui Lin Nan Li Pengjuan Yao Kexin Dong Yuhan Guo Danfeng Hong Yanzhe Zhang Congcong Wen 278 11 0 05 Jan 2025
UADet: A Remarkably Simple Yet Effective Uncertainty-Aware Open-Set Object Detection Framework Silin Cheng Yuanpei Liu Kai Han EDL 191 0 0 12 Dec 2024
Teaching VLMs to Localize Specific Objects from In-context Examples Sivan Doveh Nimrod Shabtay Wei Lin Eli Schwartz Hilde Kuehne ... Leonid Karlinsky James Glass Assaf Arbelle S. Ullman Muhammad Jehanzeb Mirza VLM 293 1 0 20 Nov 2024
Detect an Object At Once without Fine-tuning Junyu Hao Jianheng Liu Yongjia Zhao Zuofan Chen Qi Sun Jinlong Chen Jianguo Wei Minghao Yang ObjD 183 0 0 04 Nov 2024
Explainable few-shot learning workflow for detecting invasive and exotic tree speciesScientific Reports (Sci Rep), 2024 Caroline M. Gevaert Alexandra Aguiar Pedro Ou Ku Hao Cheng Pranav Chandramouli Farzaneh Dadrass Javan Francesco Nattino Sonja Georgievska 120 2 0 01 Nov 2024
Open-vocabulary vs. Closed-set: Best Practice for Few-shot Object Detection Considering Text Describability Yusuke Hosoya Masanori Suganuma Takayuki Okatani ObjD 132 0 0 20 Oct 2024
Boosting Few-Shot Detection with Large Language Models and Layout-to-Image SynthesisAsian Conference on Computer Vision (ACCV), 2024 Ahmed Abdullah Nikolas Ebert Oliver Wasenmüller ObjD 94 1 0 09 Oct 2024
Training-Free Open-Ended Object Detection and Segmentation via Attention as PromptsNeural Information Processing Systems (NeurIPS), 2024 Zhiwei Lin Yongtao Wang Zhi Tang ObjD VLM 119 13 0 08 Oct 2024
Search and Detect: Training-Free Long Tail Object Detection via Web-Image RetrievalComputer Vision and Pattern Recognition (CVPR), 2024 Mankeerat Sidhu Hetarth Chopra Ansel Blume Jeonghwan Kim Revanth Gangi Reddy Heng Ji ObjD VLM 117 1 0 26 Sep 2024
CP-VoteNet: Contrastive Prototypical VoteNet for Few-Shot Point Cloud Object DetectionChinese Conference on Pattern Recognition and Computer Vision (CPRCV), 2024 Xuejing Li Weijia Zhang Chao Ma 3DPC 146 1 0 30 Aug 2024
A Closer Look at Data Augmentation Strategies for Finetuning-Based Low/Few-Shot Object DetectionInternational Symposium on Industrial Embedded Systems (ISIES), 2024 Vladislav Li Georgios Tsoumplekas Ilias Siniosoglou Vasileios Argyriou A. Lytos Eleftherios Fountoukidis Panagiotis G. Sarigiannidis 173 4 0 20 Aug 2024
PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object DetectionACM Multimedia (MM), 2024 Yingjie Gao Yanan Zhang Ziyue Huang Nanqing Liu Di Huang ObjD 136 10 0 11 Aug 2024
Crowd-SAM: SAM as a Smart Annotator for Object Detection in Crowded Scenes Zhi Cai Yingjie Gao Yaoyan Zheng Nan Zhou Di Huang VLM 182 11 0 16 Jul 2024
Few-Shot Domain Adaptive Object Detection for Microscopic Images Sumayya Inayat Nimra Dilawar Waqas Sultani Mohsen Ali 144 2 0 10 Jul 2024
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection Anay Majee Ryan Sharp Rishabh K. Iyer 175 5 0 02 Jul 2024
Boosting Few-Shot Open-Set Object Detection via Prompt Learning and Robust Decision Boundary Zhaowei Wu Binyi Su Qichuan Geng Hua Zhang Zhong Zhou EDL 199 0 0 26 Jun 2024
Semantic Enhanced Few-shot Object DetectionInternational Conference on Information Photonics (ICIP), 2024 Zheng Wang Yingjie Gao Qingjie Liu Yunhong Wang ObjD 141 4 0 19 Jun 2024
Utilizing Grounded SAM for self-supervised frugal camouflaged human detection Matthias Pijarowski Alexander Wolpert Martin Heckmann Michael Teutsch 128 1 0 09 Jun 2024
InfRS: Incremental Few-Shot Object Detection in Remote Sensing ImagesIEEE Transactions on Geoscience and Remote Sensing (TGRS), 2024 Wuzhou Li Jiawei Zhou Xiang Li Yi Cao Guanglu Jin Xuemin Zhang 190 3 0 18 May 2024
Targeted Augmentation for Low-Resource Event Extraction Sijia Wang Lifu Huang 146 2 0 14 May 2024
UniFS: Universal Few-shot Instance Perception with Point Representations Sheng Jin Ruijie Yao Lumin Xu Wentao Liu Chao Qian Ji Wu Ping Luo 182 2 0 30 Apr 2024
Chameleon: A Data-Efficient Generalist for Dense Visual Prediction in the Wild Donggyun Kim Seongwoong Cho Semin Kim Chong Luo Seunghoon Hong VLM 159 5 0 29 Apr 2024
Efficient Meta-Learning Enabled Lightweight Multiscale Few-Shot Object Detection in Remote Sensing Images Wenbin Guan Zijiu Yang Xiaohong Wu Liqiong Chen Feng Huang Xiaohai He Honggang Chen 196 3 0 29 Apr 2024
Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach Mir Rayat Imtiaz Hossain Mennatullah Siam Leonid Sigal James J. Little VLM 153 13 0 17 Apr 2024
Coreset Selection for Object Detection Hojun Lee Suyoung Kim Junhoo Lee Jaeyoung Yoo Nojun Kwak 127 14 0 14 Apr 2024
AirShot: Efficient Few-Shot Detection for Autonomous Exploration Zihan Wang Bowen Li Chen Wang Sebastian A. Scherer 148 8 0 07 Apr 2024
Few-shot Online Anomaly Detection and Segmentation Shenxing Wei Xing Wei Zhiheng Ma Songlin Dong Shaochen Zhang Yihong Gong 163 11 0 27 Mar 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich TextIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024 Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 242 1 0 24 Mar 2024
Few-shot Oriented Object Detection with Memorable Contrastive Learning in Remote Sensing Images Jiawei Zhou Wuzhou Li Yi Cao Hongtao Cai Xiang Li 191 1 0 20 Mar 2024