SAM Struggles in Concealed Scenes -- Empirical Study on "Segment Anything"

12 April 2023

Ming-Ming Cheng

Luc Van Gool

Papers citing "SAM Struggles in Concealed Scenes -- Empirical Study on "Segment Anything""

50 / 63 papers shown

Title
Promoting SAM for Camouflaged Object Detection via Selective Key Point-based Guidance Guoying Liang Su Yang 29 0 0 14 May 2025
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation Yiheng Zhong Zihong Luo Chengzhi Liu Feilong Tang Zelin Peng Ming Hu Y. Hu Jionglong Su Zongyuan Geand Imran Razzak MedIm 62 0 0 23 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 64 1 0 02 Feb 2025
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation Zhonghao Yan Zijin Yin Tianyu Lin Xiangzhu Zeng Kongming Liang Zhanyu Ma VLM MedIm 51 0 0 12 Jan 2025
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation Jiaqi Yang Ye Huang Jingxi Hu Xiangjian He Linlin Shen Guoping Qiu VLM 62 1 0 31 Dec 2024
Continual Learning for Segment Anything Model Adaptation Jinglong Yang Yichen Wu Jun Cen Wenjian Huang Hong Wang Jianguo Zhang TTA CLL 88 0 0 09 Dec 2024
COMPrompter: reconceptualized segment anything model with multiprompt network for camouflaged object detection Xiaoqin Zhang Zhenni Yu Li Zhao Deng-Ping Fan Guobao Xiao VLM 62 0 0 28 Nov 2024
Towards Real Zero-Shot Camouflaged Object Segmentation without Camouflaged Annotations Cheng Lei Jie Fan Xinran Li Tianzhu Xiang Ao Li Ce Zhu Le Zhang 30 0 0 22 Oct 2024
Medical Image Segmentation with SAM-generated Annotations Iira Häkkinen Iaroslav Melekhov Erik Englesson Hossein Azizpour Arno Solin VLM 33 0 0 30 Sep 2024
SimMAT: Exploring Transferability from Vision Foundation Models to Any Image Modality Chenyang Lei Liyi Chen Jun Cen Xiao Chen Zhen Lei Felix Heide Ziwei Liu Qifeng Chen Zhaoxiang Zhang 50 0 0 12 Sep 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 68 9 0 26 Aug 2024
Tuning a SAM-Based Model with Multi-Cognitive Visual Adapter to Remote Sensing Instance Segmentation Linghao Zheng Xinyang Pu Feng Xu 34 2 0 16 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
Exploring Deeper! Segment Anything Model with Depth Perception for Camouflaged Object Detection Zhenni Yu Xiaoqin Zhang Li Zhao Yi Bin Guobao Xiao VLM 42 8 0 17 Jul 2024
Spider: A Unified Framework for Context-dependent Concept Segmentation Xiaoqi Zhao Youwei Pang Wei Ji Baicheng Sheng Jiaming Zuo Lihe Zhang Huchuan Lu 39 6 0 02 May 2024
ASAM: Boosting Segment Anything Model with Adversarial Tuning Bo Li Haoke Xiao Lv Tang 30 9 0 01 May 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding Zhiheng Cheng Qingyue Wei Hongru Zhu Yan Wang Liangqiong Qu Wei Shao Yuyin Zhou MedIm 41 27 0 27 Mar 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 31 0 0 21 Mar 2024
Bounding Box Stability against Feature Dropout Reflects Detector Generalization across Environments Yang Yang Wenhai Wang Zhe Chen Jifeng Dai Liang Zheng 49 2 0 20 Mar 2024
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors Anindya Mondal Sauradip Nag Xiatian Zhu Anjan Dutta 36 3 0 08 Mar 2024
Effectiveness Assessment of Recent Large Vision-Language Models Yao Jiang Xinyu Yan Ge-Peng Ji Keren Fu Meijun Sun Huan Xiong Deng-Ping Fan Fahad Shahbaz Khan 34 14 0 07 Mar 2024
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection Xin Zhang Tao Xiao Gepeng Ji Xuan Wu Keren Fu Qijun Zhao 55 2 0 04 Mar 2024
SAGD: Boundary-Enhanced Segment Anything in 3D Gaussian via Gaussian Decomposition Xu Hu Yuxi Wang Lue Fan Junsong Fan Junran Peng Zhen Lei Qing Li Zhaoxiang Zhang Zhaoxiang Zhang 3DGS 42 8 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 48 7 0 31 Jan 2024
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation Saiyang Na Yuzhi Guo Feng Jiang Hehuan Ma Junzhou Huang VLM MedIm 26 14 0 24 Jan 2024
MAST: Video Polyp Segmentation with a Mixture-Attention Siamese Transformer Geng Chen Junqing Yang Xiaozhou Pu Ge-Peng Ji Huan Xiong Yongsheng Pan Hengfei Cui Yong-quan Xia MedIm ViT 51 2 0 23 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 39 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 28 114 0 07 Jan 2024
BA-SAM: Scalable Bias-Mode Attention Mask for Segment Anything Model Yiran Song Qianyu Zhou Hefei Ling Deng-Ping Fan Xuequan Lu Lizhuang Ma VLM 38 14 0 04 Jan 2024
Relax Image-Specific Prompt Requirement in SAM: A Single Generic Prompt for Segmenting Camouflaged Objects Jian Hu Jiayi Lin Weitong Cai Shaogang Gong VLM 27 26 0 12 Dec 2023
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 29 4 0 11 Dec 2023
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything Israt Zarin Era Imtiaz Ahmed Zhichao Liu Srinjoy Das 24 2 0 07 Dec 2023
Large Model Based Referring Camouflaged Object Detection Shupeng Cheng Ge-Peng Ji Pengda Qin Deng-Ping Fan Bowen Zhou Peng-Tao Xu ObjD 29 8 0 28 Nov 2023
SAM-6D: Segment Anything Model Meets Zero-Shot 6D Object Pose Estimation Jiehong Lin Lihua Liu Dekun Lu Kui Jia VLM 29 61 0 27 Nov 2023
SA-Med2D-20M Dataset: Segment Anything in 2D Medical Imaging with 20 Million masks Jin Ye Junlong Cheng Jianpin Chen Zhongying Deng Tian-Xin Li ... Hui Sun Min Zhu Shaoting Zhang Junjun He Yu Qiao VLM MedIm 37 37 0 20 Nov 2023
AdapterShadow: Adapting Segment Anything Model for Shadow Detection Lei Jie Hui Zhang VLM 34 3 0 15 Nov 2023
SAM-Med2D Junlong Cheng Jin Ye Zhongying Deng Jianpin Chen Tian-Xin Li ... Hui Sun Junjun He Shaoting Zhang Min Zhu Yu Qiao MedIm VLM 47 123 0 30 Aug 2023
SAM-PARSER: Fine-tuning SAM Efficiently by Parameter Space Reconstruction Zelin Peng Zhengqin Xu Zhilin Zeng Xiaokang Yang Wei-Ming Shen 40 21 0 28 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
Utilizing Segment Anything Model For Assessing Localization of GRAD-CAM in Medical Imaging Evan Kellener Ihina Nath Anthony Ngo Thomas Nguyen Joshua Schuman Coen Adler Arnav Kartikeya 27 4 0 24 Jun 2023
Segment Anything Model (SAM) for Radiation Oncology Lian-Cheng Zhang Zheng Liu Lu Zhang Zihao Wu Xiao-Xing Yu ... Xiang Li Quanzheng Li Dajiang Zhu Tianming Liu Wei Liu VLM MedIm 21 33 0 20 Jun 2023
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation Chuyun Shen Wenhao Li Ya-Qin Zhang Xiangfeng Wang VLM LLMAG MedIm 18 6 0 15 Jun 2023
SAM3D: Zero-Shot 3D Object Detection via Segment Anything Model Dingyuan Zhang Dingkang Liang Hongcheng Yang Zhikang Zou Xiaoqing Ye Zhe Liu Xiang Bai VLM 36 41 0 04 Jun 2023
When SAM Meets Shadow Detection Lei Jie Hui Zhang VLM 15 13 0 19 May 2023
Annotation-free Audio-Visual Segmentation Jinxian Liu Yu Wang Chen Ju Chaofan Ma Ya-Qin Zhang Weidi Xie VOS VLM 39 28 0 18 May 2023
Weakly-Supervised Concealed Object Segmentation with SAM-based Pseudo Labeling and Multi-scale Feature Grouping Chunming He Kai Li Yachao Zhang Guoxia Xu Longxiang Tang Yulun Zhang Z. Guo Xiu Li 19 91 0 18 May 2023
Leaf Only SAM: A Segment Anything Pipeline for Zero-Shot Automated Leaf Segmentation Dominic Williams Fraser Macfarlane Avril Britten VLM AI4TS 75 24 0 16 May 2023
A Comprehensive Survey on Segment Anything Model for Vision and Beyond Chunhui Zhang Li Liu Yawen Cui Guanjie Huang Weilin Lin Yiqian Yang Yuehong Hu VLM 37 90 0 14 May 2023
Knowledge distillation with Segment Anything (SAM) model for Planetary Geological Mapping Sahib Julka Michael Granitzer 34 28 0 12 May 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 84 62 0 12 May 2023