DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection

20 August 2021

Papers citing "DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection"

50 / 92 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 87 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 35 0 0 06 Apr 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 74 1 0 25 Feb 2025
Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 61 0 0 23 Feb 2025
Toward Realistic Camouflaged Object Detection: Benchmarks and Method Zhimeng Xin Tianxu Wu Shiming Chen Shuo Ye Zijing Xie Yixiong Zou Xinge You Yufei Guo 31 0 0 13 Jan 2025
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
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 40 1 0 11 Aug 2024
BIV-Priv-Seg: Locating Private Content in Images Taken by People With Visual Impairments Yu-Yun Tseng Tanusree Sharma Lotus Zhang Abigale Stangl Leah Findlater Yang Wang Danna Gurari 66 0 0 25 Jul 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
Unveiling the Unknown: Conditional Evidence Decoupling for Unknown Rejection Zhaowei Wu Binyi Su Hua Zhang Zhong Zhou EDL 49 0 0 26 Jun 2024
Semantic Enhanced Few-shot Object Detection Zheng Wang Yingjie Gao Qingjie Liu Yunhong Wang ObjD 53 3 0 19 Jun 2024
InfRS: Incremental Few-Shot Object Detection in Remote Sensing Images Wuzhou Li Jiawei Zhou Xiang Li Yi Cao Guanglu Jin Xuemin Zhang 46 1 0 18 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
AirShot: Efficient Few-Shot Detection for Autonomous Exploration Zihan Wang Bowen Li Chen Wang Sebastian A. Scherer 34 5 0 07 Apr 2024
Cross-domain Multi-modal Few-shot Object Detection via Rich Text Zeyu Shangguan Daniel Seita Mohammad Rostami ObjD 52 1 0 24 Mar 2024
Gradient-based Sampling for Class Imbalanced Semi-supervised Object Detection Jiaming Li Xiangru Lin Wei Zhang Xiao Tan Yingying Li Junyu Han Errui Ding Jingdong Wang Guanbin Li 34 8 0 22 Mar 2024
Few-Shot Object Detection with Sparse Context Transformers Jie Mei Mingyuan Jiu H. Sahbi Xiaoheng Jiang Mingliang Xu ViT 25 0 0 14 Feb 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 44 13 0 05 Feb 2024
Stability Plasticity Decoupled Fine-tuning For Few-shot end-to-end Object Detection Yuantao Yin Ping Yin 29 0 0 20 Jan 2024
Fine-Grained Prototypes Distillation for Few-Shot Object Detection Zichen Wang Bo Yang Haonan Yue Zhenghao Ma ObjD 30 15 0 15 Jan 2024
GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object Detection Hefei Mei Taijin Zhao Shiyuan Tang Heqian Qiu Lanxiao Wang Minjian Zhang Fanman Meng Hongliang Li ObjD 27 1 0 27 Dec 2023
Decoupled DETR For Few-shot Object Detection Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 28 1 0 20 Nov 2023
Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection Min Jae Jung S. Han Joohee Kim 23 13 0 01 Nov 2023
LP-OVOD: Open-Vocabulary Object Detection by Linear Probing Chau Pham Truong Vu Khoi Duc Minh Nguyen ObjD 22 16 0 26 Oct 2023
ECEA: Extensible Co-Existing Attention for Few-Shot Object Detection Zhimeng Xin Tianxu Wu Shiming Chen Yixiong Zou Ling Shao Xinge You 36 4 0 15 Sep 2023
Few-Shot Object Detection via Synthetic Features with Optimal Transport Anh-Khoa Nguyen Vu Thanh-Toan Do Vinh-Tiep Nguyen Tam Le M. Tran Tam V. Nguyen 31 1 0 29 Aug 2023
Improved Region Proposal Network for Enhanced Few-Shot Object Detection Zeyu Shangguan Mohammad Rostami ObjD 29 12 0 15 Aug 2023
Exploring Transformers for Open-world Instance Segmentation Jiannan Wu Yi-Xin Jiang B. Yan Huchuan Lu Zehuan Yuan Ping Luo ViT 25 5 0 08 Aug 2023
TextManiA: Enriching Visual Feature by Text-driven Manifold Augmentation Moon Ye-Bin Jisoo Kim Hong-Kyu Kim Kilho Son Tae-Hyun Oh 21 9 0 27 Jul 2023
Towards Open Vocabulary Learning: A Survey Jianzong Wu Xiangtai Li Shilin Xu Haobo Yuan Henghui Ding ... Jiangning Zhang Yu Tong Xudong Jiang Bernard Ghanem Dacheng Tao ObjD VLM 34 136 0 28 Jun 2023
Multi-Modal Classifiers for Open-Vocabulary Object Detection Prannay Kaul Weidi Xie Andrew Zisserman ObjD VLM MLLM 14 47 0 08 Jun 2023
VoxDet: Voxel Learning for Novel Instance Detection Bowen Li Jiashun Wang Yaoyu Hu Chen Wang S. Scherer 30 6 0 26 May 2023
Meta-tuning Loss Functions and Data Augmentation for Few-shot Object Detection B. Demirel Orhun Bugra Baran R. G. Cinbis 32 10 0 24 Apr 2023
Clustered-patch Element Connection for Few-shot Learning Jinxiang Lai Siqian Yang Junhong Zhou Wenlong Wu Xiao Chen Jun Liu Bin-Bin Gao Chengjie Wang 26 8 0 20 Apr 2023
The Art of Camouflage: Few-shot Learning for Animal Detection and Segmentation Thanh-Tung Phan-Nguyen Anh-Khoa Nguyen Vu Nhat-Duy Nguyen Vinh-Tiep Nguyen T. Ngo Thanh-Toan Do M. Tran Tam V. Nguyen 39 4 0 15 Apr 2023
Generating Features with Increased Crop-related Diversity for Few-Shot Object Detection Jingyi Xu Hieu M. Le Dimitris Samaras ObjD 15 26 0 11 Apr 2023
Multi-Level Contrastive Learning for Dense Prediction Task Qiushan Guo Yizhou Yu Yi-Xin Jiang Jiannan Wu Zehuan Yuan Ping Luo SSL 24 2 0 04 Apr 2023
Adaptive Base-class Suppression and Prior Guidance Network for One-Shot Object Detection Wenwen Zhang Xinyu Xiao Hangguan Shan Eryun Liu ObjD 24 0 0 24 Mar 2023
Explore the Power of Synthetic Data on Few-shot Object Detection Shaobo Lin Kun Wang Xingyu Zeng Ruili Zhao 27 32 0 23 Mar 2023
DiGeo: Discriminative Geometry-Aware Learning for Generalized Few-Shot Object Detection Jiawei Ma Yulei Niu Jincheng Xu Shiyuan Huang G. Han Shih-Fu Chang ObjD 19 36 0 16 Mar 2023
Transformation-Invariant Network for Few-Shot Object Detection in Remote Sensing Images Nanqing Liu Xun Xu Turgay Celik Zongxin Gan Hengchao Li 38 26 0 13 Mar 2023
LEDetection: A Simple Framework for Semi-Supervised Few-Shot Object Detection Phi Vu Tran ObjD 28 2 0 10 Mar 2023
NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging Karim Guirguis Johannes Meier George Eskandar Matthias Kayser B. Yang Juergen Beyerer 55 9 0 09 Mar 2023
An Effective Crop-Paste Pipeline for Few-shot Object Detection Shaobo Lin Kun Wang Xingyu Zeng Ruili Zhao 17 6 0 28 Feb 2023
Generalized Few-Shot 3D Object Detection of LiDAR Point Cloud for Autonomous Driving Jiawei Liu Xingping Dong Sanyuan Zhao Jianbing Shen 3DPC 25 8 0 08 Feb 2023
Few-Shot Object Detection via Variational Feature Aggregation Jiaming Han Yuqiang Ren Jian Ding Ke Yan Guisong Xia 35 64 0 31 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
Proposal Distribution Calibration for Few-Shot Object Detection Bohao Li Chang-rui Liu Mengnan Shi Xiaozhong Chen Xiang Ji QiXiang Ye ObjD 24 5 0 15 Dec 2022