Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation

3 January 2023

Yue Han

Jiangning Zhang

Zhucun Xue

Chao Xu

Xintian Shen

Yabiao Wang

Chengjie Wang

Yong Liu

Xiangtai Li

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Papers citing "Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation"

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Title
DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Mengshi Qi Pengfei Zhu Xianrui Li Xiaoyang Bi Lu Qi Huadong Ma Ming Yang VOS VLM 51 0 0 16 Apr 2025
Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development Ranjan Sapkota Achyut Paudel Manoj Karkee SyDa 66 7 0 18 Nov 2024
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation Ruting Chi Zhiyi Huang Yuexing Han ISeg 35 0 0 21 Oct 2024
PVG: Progressive Vision Graph for Vision Recognition Jiafu Wu Jian Li Jiangning Zhang Boshen Zhang M. Chi Yabiao Wang Chengjie Wang ViT 25 12 0 01 Aug 2023
Object-Aware Distillation Pyramid for Open-Vocabulary Object Detection Luting Wang Yi Liu Penghui Du Zihan Ding Yue Liao Qiaosong Qi Biaolong Chen Si Liu ObjD VLM 70 62 0 10 Mar 2023
Betrayed by Captions: Joint Caption Grounding and Generation for Open Vocabulary Instance Segmentation Jianzong Wu Xiangtai Li Henghui Ding Xia Li Guangliang Cheng Yu Tong Chen Change Loy VLM 85 31 0 02 Jan 2023
Convolution-enhanced Evolving Attention Networks Yujing Wang Yaming Yang Zhuowan Li Jiangang Bai Mingliang Zhang Xiangtai Li Jiahao Yu Ce Zhang Gao Huang Yu Tong ViT 27 6 0 16 Dec 2022
FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training Adrian Bulat Ricardo Guerrero Brais Martínez Georgios Tzimiropoulos 42 30 0 10 Oct 2022
Few-Shot Classification with Contrastive Learning Zhanyuan Yang Jinghua Wang Ying J. Zhu OODD MQ 45 55 0 17 Sep 2022
iFS-RCNN: An Incremental Few-shot Instance Segmenter Khoi Duc Minh Nguyen S. Todorovic ISeg CLL 49 23 0 31 May 2022
Hallucination Improves Few-Shot Object Detection Weilin Zhang Yu-xiong Wang ObjD 55 110 0 04 May 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Nayeon Lee Weicheng Kuo Huayu Chen VLM ObjD 225 898 0 28 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
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 968 0 13 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
Conditional Convolutions for Instance Segmentation Zhi Tian Chunhua Shen Hao Chen ISeg 182 597 0 12 Mar 2020
Cross Attention Network for Few-shot Classification Rui Hou Hong Chang Bingpeng Ma Shiguang Shan Xilin Chen 204 630 0 17 Oct 2019
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
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017