Frustratingly Simple Few-Shot Object Detection

16 March 2020

Papers citing "Frustratingly Simple Few-Shot Object Detection"

50 / 251 papers shown

Title
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion Boyuan Meng X. Zhang Peilin Li Zhe Wu Yiming Li Wenkai Zhao B. Yu Hui-Liang Shen ViT 72 0 0 02 May 2025
Generalized Semantic Contrastive Learning via Embedding Side Information for Few-Shot Object Detection Ruoyu Chen Hua Zhang Jingzhi Li Li Liu Zhen Huang Xiaochun Cao 37 0 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 33 0 0 06 Apr 2025
Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection Zihao Zhang Aming Wu Yahong Han ObjD 48 0 0 13 Mar 2025
DitHub: A Modular Framework for Incremental Open-Vocabulary Object Detection Chiara Cappellino G. Mancusi Matteo Mosconi Angelo Porrello Simone Calderara Rita Cucchiara ObjD VLM 81 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 48 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 59 0 0 05 Mar 2025
Multi-Perspective Data Augmentation for Few-shot Object Detection Anh-Khoa Nguyen Vu Quoc-Truong Truong Vinh-Tiep Nguyen T. Ngo Thanh-Toan Do Tam V. Nguyen 69 1 0 25 Feb 2025
Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 56 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 Y. Zhang Congcong Wen 105 4 0 05 Jan 2025
UADet: A Remarkably Simple Yet Effective Uncertainty-Aware Open-Set Object Detection Framework Silin Cheng Yuanpei Liu Kai Han EDL 83 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 96 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 38 0 0 04 Nov 2024
Explainable few-shot learning workflow for detecting invasive and exotic tree species Caroline M. Gevaert Alexandra Aguiar Pedro Ou Ku Hao Cheng Pranav Chandramouli Farzaneh Dadrass Javan Francesco Nattino Sonja Georgievska 29 0 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 16 0 0 20 Oct 2024
Boosting Few-Shot Detection with Large Language Models and Layout-to-Image Synthesis Ahmed Abdullah Nikolas Ebert Oliver Wasenmüller ObjD 28 1 0 09 Oct 2024
Training-Free Open-Ended Object Detection and Segmentation via Attention as Prompts Zhiwei Lin Yongtao Wang Zhi Tang ObjD VLM 28 2 0 08 Oct 2024
Search and Detect: Training-Free Long Tail Object Detection via Web-Image Retrieval Mankeerat Sidhu Hetarth Chopra Ansel Blume Jeonghwan Kim Revanth Gangi Reddy Heng Ji ObjD VLM 24 0 0 26 Sep 2024
CP-VoteNet: Contrastive Prototypical VoteNet for Few-Shot Point Cloud Object Detection Xuejing Li Weijia Zhang Chao Ma 3DPC 32 1 0 30 Aug 2024
A Closer Look at Data Augmentation Strategies for Finetuning-Based Low/Few-Shot Object Detection Vladislav Li Georgios Tsoumplekas Ilias Siniosoglou Vasileios Argyriou A. Lytos Eleftherios Fountoukidis Panagiotis G. Sarigiannidis 31 1 0 20 Aug 2024
PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object Detection Yingjie Gao Yanan Zhang Ziyue Huang Nanqing Liu Di Huang ObjD 38 1 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 44 5 0 16 Jul 2024
Few-Shot Domain Adaptive Object Detection for Microscopic Images Sumayya Inayat Nimra Dilawar Waqas Sultani Mohsen Ali 36 2 0 10 Jul 2024
SMILe: Leveraging Submodular Mutual Information For Robust Few-Shot Object Detection Anay Majee Ryan Sharp Rishabh K. Iyer 38 1 0 02 Jul 2024
Unveiling the Unknown: Conditional Evidence Decoupling for Unknown Rejection Zhaowei Wu Binyi Su Hua Zhang Zhong Zhou EDL 44 0 0 26 Jun 2024
Semantic Enhanced Few-shot Object Detection Zheng Wang Yingjie Gao Qingjie Liu Yunhong Wang ObjD 42 3 0 19 Jun 2024
Utilizing Grounded SAM for self-supervised frugal camouflaged human detection Matthias Pijarowski Alexander Wolpert Martin Heckmann Michael Teutsch 40 1 0 09 Jun 2024
InfRS: Incremental Few-Shot Object Detection in Remote Sensing Images Wuzhou Li Jiawei Zhou Xiang Li Yi Cao Guanglu Jin Xuemin Zhang 38 1 0 18 May 2024
Targeted Augmentation for Low-Resource Event Extraction Sijia Wang Lifu Huang 30 1 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 48 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 31 2 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 36 2 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 38 5 0 17 Apr 2024
Coreset Selection for Object Detection Hojun Lee Suyoung Kim Junhoo Lee Jaeyoung Yoo Nojun Kwak 30 4 0 14 Apr 2024
AirShot: Efficient Few-Shot Detection for Autonomous Exploration Zihan Wang Bowen Li Chen Wang Sebastian A. Scherer 24 5 0 07 Apr 2024
Few-shot Online Anomaly Detection and Segmentation Shenxing Wei Xing Wei Zhiheng Ma Songlin Dong Shaochen Zhang Yihong Gong 33 8 0 27 Mar 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 47 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 27 1 0 20 Mar 2024
Evaluating the Energy Efficiency of Few-Shot Learning for Object Detection in Industrial Settings Georgios Tsoumplekas Vladislav Li Ilias Siniosoglou Vasileios Argyriou Sotirios K Goudos Ioannis D. Moscholios Panagiotis I. Radoglou-Grammatikis Panagiotis G. Sarigiannidis 40 2 0 11 Mar 2024
Zero-shot Generalizable Incremental Learning for Vision-Language Object Detection Jieren Deng Haojian Zhang Kun Ding Jianhua Hu Xingxuan Zhang Yunkuan Wang VLM ObjD 72 4 0 04 Mar 2024
Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector Yu Fu Yu Wang Yixuan Pan Lian Huai Xingyu Qiu Zeyu Shangguan Tong Liu Yanwei Fu Luc Van Gool Xingqun Jiang 39 13 0 05 Feb 2024
Delving into Multi-modal Multi-task Foundation Models for Road Scene Understanding: From Learning Paradigm Perspectives Sheng Luo Wei-Neng Chen Wanxin Tian Rui Liu Luanxuan Hou ... Ling Shao Yi Yang Bojun Gao Qun Li Guobin Wu 51 13 0 05 Feb 2024
Stability Plasticity Decoupled Fine-tuning For Few-shot end-to-end Object Detection Yuantao Yin Ping Yin 24 0 0 20 Jan 2024
Fine-Grained Prototypes Distillation for Few-Shot Object Detection Zichen Wang Bo Yang Haonan Yue Zhenghao Ma ObjD 18 15 0 15 Jan 2024
Revisiting Few-Shot Object Detection with Vision-Language Models Anish Madan Neehar Peri Shu Kong Deva Ramanan VLM 24 6 0 22 Dec 2023
IMProv: Inpainting-based Multimodal Prompting for Computer Vision Tasks Jiarui Xu Yossi Gandelsman Amir Bar Jianwei Yang Jianfeng Gao Trevor Darrell Xiaolong Wang VLM 21 3 0 04 Dec 2023
OpenNet: Incremental Learning for Autonomous Driving Object Detection with Balanced Loss Zezhou Wang Guitao Cao Xidong Xi Jiangtao Wang 11 0 0 25 Nov 2023
Point, Segment and Count: A Generalized Framework for Object Counting Zhizhong Huang Mingliang Dai Yi Zhang Junping Zhang Hongming Shan 34 16 0 21 Nov 2023
Decoupled DETR For Few-shot Object Detection Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 26 1 0 20 Nov 2023
Semantic-aware Video Representation for Few-shot Action Recognition Yutao Tang Benjamin Bejar René Vidal 40 7 0 10 Nov 2023