Revisiting Few-Shot Object Detection with Vision-Language Models

Revisiting Few-Shot Object Detection with Vision-Language Models

22 December 2023

Papers citing "Revisiting Few-Shot Object Detection with Vision-Language Models"

17 / 17 papers shown

Title
HyperFlow: Gradient-Free Emulation of Few-Shot Fine-Tuning Donggyun Kim Chanwoo Kim Seunghoon Hong 24 0 0 21 Apr 2025
Vision-Language Model for Object Detection and Segmentation: A Review and Evaluation Yongchao Feng Yajie Liu Shuai Yang Wenrui Cai Jingyang Zhang ... Jiahui Lv Ziqiang Liu Tengyuan Shi Qingjie Liu Yixuan Wang MLLM VLM 63 1 0 13 Apr 2025
Solving Instance Detection from an Open-World Perspective Qianqian Shen Yunhan Zhao Nahyun Kwon Jeeeun Kim Yanan Li Shu Kong 40 0 0 01 Mar 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
Revisiting Classifier: Transferring Vision-Language Models for Video Recognition Wenhao Wu Zhun Sun Wanli Ouyang VLM 103 93 0 04 Jul 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 186 271 0 30 May 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 305 7,443 0 11 Nov 2021
Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling Renrui Zhang Rongyao Fang Wei Zhang Peng Gao Kunchang Li Jifeng Dai Yu Qiao Hongsheng Li VLM 192 385 0 06 Nov 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 345 2,271 0 02 Sep 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Nayeon Lee Weicheng Kuo Huayu Chen VLM ObjD 225 899 0 28 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,848 0 18 Apr 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection Chenchen Zhu Fangyi Chen Uzair Ahmed Zhiqiang Shen Marios Savvides ObjD 99 178 0 02 Mar 2021
Universal-Prototype Enhancing for Few-Shot Object Detection Aming Wu Yahong Han Linchao Zhu Yi Yang ObjD 37 84 0 01 Mar 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,919 0 31 Dec 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez F. I. F. Richard Yu ObjD 95 544 0 16 Mar 2020
Equalization Loss for Long-Tailed Object Recognition Jingru Tan Changbao Wang Buyu Li Quanquan Li Wanli Ouyang Changqing Yin Junjie Yan 257 457 0 11 Mar 2020
Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning Xiaopeng Yan Ziliang Chen Anni Xu Xiaoxi Wang Xiaodan Liang Liang Lin ObjD 160 446 0 28 Sep 2019