Communities
Connect sessions
AI calendar
Organizations
Join Slack
Contact Sales
Search
Open menu
Home
Papers
2408.08813
Cited By
v1
v2 (latest)
Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2024
16 August 2024
Lin Zhao
Xiao Chen
Eric Z. Chen
Yikang Liu
Terrence Chen
Shanhui Sun
VLM
Re-assign community
ArXiv (abs)
PDF
HTML
Github
Papers citing
"Retrieval-augmented Few-shot Medical Image Segmentation with Foundation Models"
39 / 39 papers shown
Toward Content-based Indexing and Retrieval of Head and Neck CT with Abscess Segmentation
International Conference on Content-Based Multimedia Indexing (CBMI), 2025
Thao Thi Phuong Dao
Tan-Cong Nguyen
Trong-Le Do
Truong Hoang Viet
Nguyen Chi Thanh
...
T. Le
Vo Thanh Toan
T. Nguyen
Minh-Triet Tran
Thanh Dinh Le
163
0
0
01 Dec 2025
Learning What Helps: Task-Aligned Context Selection for Vision Tasks
Jingyu Guo
Emir Konuk
Fredrik Strand
Christos Matsoukas
Kevin Smith
114
0
0
29 Nov 2025
Not Quite Anything: Overcoming SAMs Limitations for 3D Medical Imaging
Keith Moore
MedIm
203
0
0
22 Nov 2025
Towards Better Ultrasound Video Segmentation Foundation Model: An Empirical study on SAM2 Finetuning from Data Perspective
Xing Yao
Ahana Gangopadhyay
Hsi-Ming Chang
Ravi Soni
172
0
0
07 Nov 2025
RAU: Reference-based Anatomical Understanding with Vision Language Models
Yiwei Li
Y. Liu
Jiaqi Guo
Lin Zhao
Zheyuan Zhang
Xiao Chen
Boris Mailhe
Ankush Mukherjee
Terrence Chen
Shanhui Sun
166
2
0
26 Sep 2025
DRAFT-ing Architectural Design Decisions using LLMs
Rudra Dhar
Adyansh Kakran
Amey Karan
Karthik Vaidhyanathan
Vasudeva Varma
334
2
0
11 Apr 2025
Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook
Xu Zheng
Ziqiao Weng
Yuanhuiyi Lyu
Lutao Jiang
Haiwei Xue
Bin Ren
Danda Pani Paudel
Andrii Zadaianchuk
Luc Van Gool
Xuming Hu
3DV
413
35
0
23 Mar 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey
Zhang Jiaxing
Tang Hao
VLM
393
18
0
17 Mar 2025
ConfIC-RCA: Statistically Grounded Efficient Estimation of Segmentation Quality
Matias Cosarinsky
Ramiro Billot
Lucas Mansilla
Gabriel Gimenez
Nicolás Gaggion
Guanghui Fu
Tom Tirer
Enzo Ferrante
ISeg
574
1
0
06 Mar 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Darren Edge
Ha Trinh
Newman Cheng
Joshua Bradley
Alex Chao
Apurva Mody
Steven Truitt
Dasha Metropolitansky
Robert Osazuwa Ness
Jonathan Larson
RALM
792
1,208
0
20 Feb 2025
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models
Tongkun Liu
Bing Li
Xiao Jin
Yupeng Shi
Qiuying Li
Xiang Wei
494
2
0
03 Feb 2025
SAM 2: Segment Anything in Images and Videos
International Conference on Learning Representations (ICLR), 2024
Nikhila Ravi
Valentin Gabeur
Yuan-Ting Hu
Ronghang Hu
Chaitanya K. Ryali
...
Nicolas Carion
Chao-Yuan Wu
Ross B. Girshick
Piotr Dollár
Christoph Feichtenhofer
VLM
MLLM
616
2,748
0
01 Aug 2024
OmniGlue: Generalizable Feature Matching with Foundation Model Guidance
Hanwen Jiang
Arjun Karpur
Bingyi Cao
Qixing Huang
André Araujo
VLM
304
82
0
21 May 2024
DINO-Tracker: Taming DINO for Self-Supervised Point Tracking in a Single Video
Narek Tumanyan
Assaf Singer
Shai Bagon
Tali Dekel
MQ
392
70
0
21 Mar 2024
Vision Transformers Need Registers
International Conference on Learning Representations (ICLR), 2023
Zilong Chen
Maxime Oquab
Julien Mairal
Huaping Liu
ViT
564
706
0
28 Sep 2023
SAM3D: Segment Anything Model in Volumetric Medical Images
IEEE International Symposium on Biomedical Imaging (ISBI), 2023
Nhat-Tan Bui
Dinh-Hieu Hoang
Minh-Triet Tran
Gianfranco Doretto
Donald Adjeroh
Brijesh Patel
Arabinda Choudhary
Ngan Le
MedIm
541
72
0
07 Sep 2023
Hiera: A Hierarchical Vision Transformer without the Bells-and-Whistles
International Conference on Machine Learning (ICML), 2023
Chaitanya K. Ryali
Yuan-Ting Hu
Daniel Bolya
Chen Wei
Haoqi Fan
...
Omid Poursaeed
Judy Hoffman
Jitendra Malik
Yanghao Li
Christoph Feichtenhofer
3DH
431
353
0
01 Jun 2023
Medical SAM Adapter: Adapting Segment Anything Model for Medical Image Segmentation
Medical Image Analysis (MIA), 2023
Junde Wu
Rao Fu
Yuanpei Liu
Huihui Fang
Zhao-Yang Wang
Yanwu Xu
Yueming Jin
VLM
MedIm
697
818
0
25 Apr 2023
Segment Anything Model for Medical Image Analysis: an Experimental Study
Maciej A. Mazurowski
Haoyu Dong
Han Gu
Jichen Yang
Nicholas Konz
Yixin Zhang
MedIm
VLM
632
734
0
20 Apr 2023
Visual Instruction Tuning
Neural Information Processing Systems (NeurIPS), 2023
Haotian Liu
Chunyuan Li
Qingyang Wu
Yong Jae Lee
SyDa
VLM
MLLM
1.4K
8,628
0
17 Apr 2023
DINOv2: Learning Robust Visual Features without Supervision
Maxime Oquab
Timothée Darcet
Théo Moutakanni
Huy Q. Vo
Marc Szafraniec
...
Edouard Grave
Julien Mairal
Patrick Labatut
Armand Joulin
Piotr Bojanowski
VLM
CLIP
SSL
1.3K
7,070
0
14 Apr 2023
Segment Anything
IEEE International Conference on Computer Vision (ICCV), 2023
A. Kirillov
Eric Mintun
Nikhila Ravi
Hanzi Mao
Chloe Rolland
...
Spencer Whitehead
Alexander C. Berg
Wan-Yen Lo
Piotr Dollár
Ross B. Girshick
MLLM
VLM
1.1K
12,568
0
05 Apr 2023
Few Shot Medical Image Segmentation with Cross Attention Transformer
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2023
Yi Lin
Yufan Chen
Kwang-Ting Cheng
Hao Chen
ViT
MedIm
372
45
0
24 Mar 2023
GPT-4 Technical Report
OpenAI OpenAI
OpenAI Josh Achiam
Steven Adler
Sandhini Agarwal
Lama Ahmad
...
Shengjia Zhao
Tianhao Zheng
Juntang Zhuang
William Zhuk
Barret Zoph
LLMAG
MLLM
5.2K
23,220
0
15 Mar 2023
Learning Customized Visual Models with Retrieval-Augmented Knowledge
Computer Vision and Pattern Recognition (CVPR), 2023
Haotian Liu
Kilho Son
Jianwei Yang
Ce Liu
Jianfeng Gao
Yong Jae Lee
Chunyuan Li
VLM
251
83
0
17 Jan 2023
Medical Image Segmentation Review: The success of U-Net
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022
Reza Azad
Ehsan Khodapanah Aghdam
Amelie Rauland
Yiwei Jia
Atlas Haddadi Avval
Afshin Bozorgpour
Sanaz Karimijafarbigloo
Joseph Paul Cohen
Ehsan Adeli
Dorit Merhof
SSeg
403
743
0
27 Nov 2022
Q-Net: Query-Informed Few-Shot Medical Image Segmentation
Intelligent Systems with Applications (ISA), 2022
Qianqian Shen
Yanan Li
Jiyong Jin
B. Liu
OOD
329
59
0
24 Aug 2022
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels
Stine Hansen
Srishti Gautam
Robert Jenssen
Michael C. Kampffmeyer
365
134
0
03 Mar 2022
Retrieval Augmented Classification for Long-Tail Visual Recognition
Computer Vision and Pattern Recognition (CVPR), 2022
Alex Long
Wei Yin
Thalaiyasingam Ajanthan
Vu-Linh Nguyen
Pulak Purkait
Ravi Garg
Alan Blair
Chunhua Shen
Anton Van Den Hengel
194
118
0
22 Feb 2022
Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images
Ali Hatamizadeh
V. Nath
Yucheng Tang
Dong Yang
H. Roth
Daguang Xu
ViT
MedIm
555
1,992
0
04 Jan 2022
A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data
H. Cui
Dong Wei
Kai Ma
Shi Gu
Yefeng Zheng
179
51
0
18 Oct 2021
Emerging Properties in Self-Supervised Vision Transformers
IEEE International Conference on Computer Vision (ICCV), 2021
Mathilde Caron
Hugo Touvron
Ishan Misra
Edouard Grave
Julien Mairal
Piotr Bojanowski
Armand Joulin
2.3K
8,539
0
29 Apr 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models
IEEE Access (IEEE Access), 2021
Jialin Peng
Ye Wang
VLM
251
82
0
28 Feb 2021
Learning Transferable Visual Models From Natural Language Supervision
International Conference on Machine Learning (ICML), 2021
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIP
VLM
2.2K
45,649
0
26 Feb 2021
U-Net and its variants for medical image segmentation: theory and applications
IEEE Access (IEEE Access), 2020
N. Siddique
Sidike Paheding
Colin P. Elkin
Vijay Devabhaktuni
SSeg
325
1,469
0
02 Nov 2020
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
European Conference on Computer Vision (ECCV), 2020
Cheng Ouyang
C. Biffi
Chen Chen
Turkay Kart
Huaqi Qiu
Daniel Rueckert
350
259
0
20 Jul 2020
CHAOS Challenge -- Combined (CT-MR) Healthy Abdominal Organ Segmentation
A. Emre Kavur
N. Gezer
M. Baris
Sinem Aslan
Pierre-Henri Conze
...
Klaus H. Maier-Hein
G. Akar
Gözde B. Ünal
O. Dicle
M. Alper Selver
378
816
0
17 Jan 2020
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment
IEEE International Conference on Computer Vision (ICCV), 2019
Kaixin Wang
Jun Hao Liew
Yingtian Zou
Daquan Zhou
Jiashi Feng
VLM
422
1,373
0
18 Aug 2019
U-Net: Convolutional Networks for Biomedical Image Segmentation
Olaf Ronneberger
Philipp Fischer
Thomas Brox
SSeg
3DV
3.9K
92,670
0
18 May 2015
1
Page 1 of 1
