Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey

23 August 2024

Papers citing "Unleashing the Potential of SAM2 for Biomedical Images and Videos: A Survey"

16 / 16 papers shown

Title
Promptable Fire Segmentation: Unleashing SAM2's Potential for Real-Time Mobile Deployment with Strategic Bounding Box Guidance Emmanuel U. Ugwu Zhang Xinming VLM 96 0 0 18 Oct 2025
Organoid Tracker: A SAM2-Powered Platform for Zero-shot Cyst Analysis in Human Kidney Organoid Videos Xiaoyu Huang Lauren M Maxson Trang Nguyen Cheng Jack Song Yuankai Huo MedIm 36 0 0 14 Sep 2025
Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation ModelsInternational Conference on Information Photonics (ICIP), 2025 Mobina Mansoori Sajjad Shahabodini Farnoush Bayatmakou J. Abouei Konstantinos N. Plataniotis Arash Mohammadi 153 1 0 26 May 2025
Segment Any RGB-Thermal Model with Language-aided Distillation Dong Xing Xianxun Zhu Wei Zhou Qika Lin Hang Yang Yuqing Wang VLM 385 0 0 04 May 2025
SAM2 for Image and Video Segmentation: A Comprehensive Survey Zhang Jiaxing Tang Hao VLM 274 12 0 17 Mar 2025
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection Devanish N. Kamtam Joseph B. Shrager Satya Deepya Malla Xiaohan Wang Nicole Lin Juan J. Cardona Serena Yeung-Levy Clarence Hu VLM 159 3 0 05 Mar 2025
SemiSAM+: Rethinking Semi-Supervised Medical Image Segmentation in the Era of Foundation Models Yichi Zhang Bohao Lv Le Xue Wenbo Zhang Yuchen Liu Yu Fu Yuan Cheng Yuan Qi VLM MedIm 280 6 0 28 Feb 2025
Med-PerSAM: One-Shot Visual Prompt Tuning for Personalized Segment Anything Model in Medical Domain Hangyul Yoon Doohyuk Jang JungEun Kim Eunho Yang VLM MedIm 222 1 0 25 Nov 2024
Zero-shot capability of SAM-family models for bone segmentation in CT scans Caroline Magg Hoel Kervadec Clara I. Sánchez VLM 176 1 0 13 Nov 2024
On Efficient Variants of Segment Anything Model: A SurveyInternational Journal of Computer Vision (IJCV), 2024 Xiaorui Sun Jing Liu Jikang Cheng Xiaofeng Zhu Ping Hu VLM 417 18 0 07 Oct 2024
Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning Haofeng Liu Erli Zhang Junde Wu Mingxuan Hong Yueming Jin MedIm 216 37 0 15 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 326 21 0 05 Aug 2024
KAN: Kolmogorov-Arnold Networks Ziming Liu Yixuan Wang Sachin Vaidya Fabian Ruehle James Halverson Marin Soljacic Thomas Y. Hou Max Tegmark 896 1,154 0 30 Apr 2024
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 296 3 0 26 Jun 2023
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineering Chaoning Zhang Fachrina Dewi Puspitasari Sheng Zheng Chenghao Li Yu Qiao ... Caiyan Qin François Rameau Lik-Hang Lee Sung-Ho Bae Choong Seon Hong VLM 288 89 0 12 May 2023
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 223 3 0 09 Oct 2022