Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications

12 April 2023

Wei Ji

Papers citing "Segment Anything Is Not Always Perfect: An Investigation of SAM on Different Real-world Applications"

50 / 86 papers shown

Title
Prompt-Tuning SAM: From Generalist to Specialist with only 2048 Parameters and 16 Training Images Tristan Piater Björn Barz Alexander Freytag VLM MedIm 55 0 0 23 Apr 2025
Putting the Segment Anything Model to the Test with 3D Knee MRI - A Comparison with State-of-the-Art Performance Oliver Mills Philip G. Conaghan Nishant Ravikumar Samuel D. Relton MedIm 23 0 0 17 Apr 2025
DFormerv2: Geometry Self-Attention for RGBD Semantic Segmentation Bo Yin Jiao-Long Cao Ming-Ming Cheng Qibin Hou 3DPC MDE 48 0 0 07 Apr 2025
Improving SAM for Camouflaged Object Detection via Dual Stream Adapters Jiaming Liu Linghe Kong Guihai Chen 68 0 0 08 Mar 2025
Self-Prompt SAM: Medical Image Segmentation via Automatic Prompt SAM Adaptation Bin Xie Hao Tang Dawen Cai Yan Yan Gady Agam MedIm VLM 50 1 0 02 Feb 2025
Continual Learning for Segment Anything Model Adaptation Jinglong Yang Yichen Wu Jun Cen Wenjian Huang Hong Wang Jianguo Zhang TTA CLL 83 0 0 09 Dec 2024
MSEG-VCUQ: Multimodal SEGmentation with Enhanced Vision Foundation Models, Convolutional Neural Networks, and Uncertainty Quantification for High-Speed Video Phase Detection Data Chika Maduabuchi Ericmoore Jossou Matteo Bucci 28 0 0 12 Nov 2024
VideoSAM: A Large Vision Foundation Model for High-Speed Video Segmentation Chika Maduabuchi Ericmoore Jossou Matteo Bucci 36 1 0 22 Oct 2024
Open-RGBT: Open-vocabulary RGB-T Zero-shot Semantic Segmentation in Open-world Environments Meng Yu Luojie Yang Xunjie He Yi Yang Yufeng Yue VLM 23 0 0 09 Oct 2024
On Efficient Variants of Segment Anything Model: A Survey Xiaorui Sun J. Liu H. Shen Xiaofeng Zhu Ping Hu VLM 43 4 0 07 Oct 2024
Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation Jian Hu Jiayi Lin Junchi Yan Shaogang Gong VLM 39 7 0 27 Aug 2024
A Survey of Camouflaged Object Detection and Beyond Fengyang Xiao Sujie Hu Yuqi Shen Chengyu Fang Jinfa Huang Chunming He Longxiang Tang Ziyun Yang Xiu Li 60 9 0 26 Aug 2024
Polyp SAM 2: Advancing Zero shot Polyp Segmentation in Colorectal Cancer Detection Mobina Mansoori Sajjad Shahabodini J. Abouei Konstantinos N. Plataniotis Arash Mohammadi MedIm 35 5 0 12 Aug 2024
Interactive 3D Medical Image Segmentation with SAM 2 Chuyun Shen Wenhao Li Yuhang Shi Xiangfeng Wang VLM MedIm 28 13 0 05 Aug 2024
Learning Spectral-Decomposed Tokens for Domain Generalized Semantic Segmentation Jingjun Yi Qi Bi Hao Zheng Haolan Zhan Wei Ji Yawen Huang Yuexiang Li Yefeng Zheng 34 8 0 26 Jul 2024
WPS-SAM: Towards Weakly-Supervised Part Segmentation with Foundation Models Xin-Jian Wu Rui-Song Zhang Jie Qin Shijie Ma Cheng-Lin Liu VLM 27 1 0 14 Jul 2024
CS3: Cascade SAM for Sperm Segmentation Yi Shi Xu-Peng Tian Yun-Kai Wang Tie-Yi Zhang Bin Yao Hui Wang Yong Shao Cen-Cen Wang Rong Zeng De-Chuan Zhan 32 0 0 04 Jul 2024
Efficient Cutting Tool Wear Segmentation Based on Segment Anything Model Zongshuo Li Ding Huo M. Meurer Thomas Bergs 31 0 0 01 Jul 2024
POPCat: Propagation of particles for complex annotation tasks Adam Srebrnjak Yang Dheeraj Khanna John S. Zelek 29 0 0 24 Jun 2024
RobustSAM: Segment Anything Robustly on Degraded Images Wei-Ting Chen Yu-Jiet Vong Sy-Yen Kuo Sizhuo Ma Jian Wang VLM 46 9 0 13 Jun 2024
Generative Active Learning for Long-tailed Instance Segmentation Muzhi Zhu Chengxiang Fan Hao Chen Y. Liu Weian Mao Xiaogang Xu Chunhua Shen 40 5 0 04 Jun 2024
A Point-Neighborhood Learning Framework for Nasal Endoscope Image Segmentation Pengyu Jie Wanquan Liu Chenqiang Gao Yihui Wen Rui He Pengcheng Li Jintao Zhang Deyu Meng 16 0 0 30 May 2024
Spider: A Unified Framework for Context-dependent Concept Segmentation Xiaoqi Zhao Youwei Pang Wei Ji Baicheng Sheng Jiaming Zuo Lihe Zhang Huchuan Lu 34 6 0 02 May 2024
ASAM: Boosting Segment Anything Model with Adversarial Tuning Bo Li Haoke Xiao Lv Tang 24 9 0 01 May 2024
MaskSAM: Towards Auto-prompt SAM with Mask Classification for Volumetric Medical Image Segmentation Bin Xie Hao Tang Bin Duan Dawen Cai Yan Yan Gady Agam VLM MedIm 23 0 0 21 Mar 2024
Segment Any Object Model (SAOM): Real-to-Simulation Fine-Tuning Strategy for Multi-Class Multi-Instance Segmentation Mariia Khan Yue Qiu Yuren Cong Jumana Abu-Khalaf David Suter Bodo Rosenhahn 27 4 0 16 Mar 2024
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything Model Aoran Xiao Weihao Xuan Heli Qi Yun Xing Ruijie Ren Xiaoqin Zhang Ling Shao Shijian Lu VLM MLLM 35 10 0 06 Feb 2024
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model Zihan Zhong Zhiqiang Tang Tong He Haoyang Fang Chun Yuan 35 40 0 31 Jan 2024
SimAda: A Simple Unified Framework for Adapting Segment Anything Model in Underperformed Scenes Yiran Song Qianyu Zhou Xuequan Lu Zhiwen Shao Lizhuang Ma 40 7 0 31 Jan 2024
3D Object Detection and High-Resolution Traffic Parameters Extraction Using Low-Resolution LiDAR Data Linlin Zhang Xiang Yu Armstrong Aboah Y. Adu-Gyamfi 3DPC 26 0 0 13 Jan 2024
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions Yichi Zhang Zhenrong Shen Rushi Jiao VLM MedIm 26 113 0 07 Jan 2024
BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model Yiran Song Qianyu Zhou Xiangtai Li Deng-Ping Fan Xuequan Lu Lizhuang Ma VLM 30 14 0 04 Jan 2024
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 27 4 0 11 Dec 2023
RepViT-SAM: Towards Real-Time Segmenting Anything Ao Wang Hui Chen Zijia Lin Jungong Han Guiguang Ding VLM 25 19 0 10 Dec 2023
VIoTGPT: Learning to Schedule Vision Tools towards Intelligent Video Internet of Things Yaoyao Zhong Mengshi Qi Rui Wang Yuhan Qiu Yang Zhang Huadong Ma 13 2 0 01 Dec 2023
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological Images Aayushi Tyagi Vaibhav Mishra AP Prathosh Mausam VLM 40 1 0 29 Nov 2023
SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation Jiehong Lin Lihua Liu Dekun Lu Kui Jia VLM 21 60 0 27 Nov 2023
Enhancing the Reliability of Segment Anything Model for Auto-Prompting Medical Image Segmentation with Uncertainty Rectification Yichi Zhang Shiyao Hu Sijie Ren Chen Jiang Yuan-Chia Cheng Yuan Qi MedIm 17 3 0 17 Nov 2023
Uni-COAL: A Unified Framework for Cross-Modality Synthesis and Super-Resolution of MR Images Zhiyun Song Zengxin Qi Xin Wang Xiangyu Zhao Zhenrong Shen ... Dongdong Chen Linlin Yao Qian Wang Xuehai Wu Lichi Zhang MedIm 34 2 0 14 Nov 2023
EviPrompt: A Training-Free Evidential Prompt Generation Method for Segment Anything Model in Medical Images Yinsong Xu Jiaqi Tang Aidong Men Qingchao Chen VLM MedIm 24 6 0 10 Nov 2023
Adapting Segment Anything Model (SAM) through Prompt-based Learning for Enhanced Protein Identification in Cryo-EM Micrographs Fei He Zhiyuan Yang Mingyue Gao Biplab Poudel Newgin Sam Ebin Sam Dhas Rajan Gyawali Ashwin Dhakal Jianlin Cheng Dong Xu 11 4 0 04 Nov 2023
A Survey on Continual Semantic Segmentation: Theory, Challenge, Method and Application Bo Yuan Danpei Zhao 3DV CLL 28 9 0 22 Oct 2023
NTO3D: Neural Target Object 3D Reconstruction with Segment Anything Xi Wei Renrui Zhang Jiarui Wu Jiaming Liu Ming Lu Yandong Guo Shanghang Zhang 22 4 0 22 Sep 2023
Efficient Long-Short Temporal Attention Network for Unsupervised Video Object Segmentation P. Li Yu Zhang L. Yuan Huaxin Xiao Binbin Lin Xianghua Xu VOS 26 17 0 21 Sep 2023
SayNav: Grounding Large Language Models for Dynamic Planning to Navigation in New Environments Abhinav Rajvanshi Karan Sikka Xiao Lin Bhoram Lee Han-Pang Chiu Alvaro Velasquez LM&Ro LRM LLMAG 6 50 0 08 Sep 2023
Adapting Segment Anything Model for Change Detection in HR Remote Sensing Images Lei Ding Kun Zhu Daifeng Peng Hao Tang Kuiwu Yang Lorenzo Bruzzone 21 67 0 04 Sep 2023
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning Yiming Zhang Tianang Leng Kun Han Xiaohui Xie 28 18 0 31 Aug 2023
SAMedOCT: Adapting Segment Anything Model (SAM) for Retinal OCT Botond Fazekas José Morano Dmitrii Lachinov Guilherme Aresta Hrvoje Bogunović MedIm 22 8 0 18 Aug 2023
Self-Prompting Large Vision Models for Few-Shot Medical Image Segmentation Qi Wu Yuyao Zhang Marawan Elbatel VLM MedIm 27 34 0 15 Aug 2023
UGainS: Uncertainty Guided Anomaly Instance Segmentation Alexey Nekrasov Alexander Hermans L. Kuhnert Bastian Leibe 24 11 0 03 Aug 2023