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Faster Segment Anything: Towards Lightweight SAM for Mobile Applications
v1v2 (latest)

Faster Segment Anything: Towards Lightweight SAM for Mobile Applications

25 June 2023
Chaoning Zhang
Dongshen Han
Yu Qiao
Jung Uk Kim
Sung-Ho Bae
Seungkyu Lee
Choong Seon Hong
    VLM
ArXiv (abs)PDFHTMLHuggingFace (15 upvotes)Github (5194★)

Papers citing "Faster Segment Anything: Towards Lightweight SAM for Mobile Applications"

50 / 264 papers shown
Title
SAM-MI: A Mask-Injected Framework for Enhancing Open-Vocabulary Semantic Segmentation with SAM
SAM-MI: A Mask-Injected Framework for Enhancing Open-Vocabulary Semantic Segmentation with SAM
Lin Chen
Yingjian Zhu
Qi Yang
Xin Niu
Kun Ding
Shiming Xiang
VLM
125
0
0
25 Nov 2025
Re-Key-Free, Risky-Free: Adaptable Model Usage Control
Re-Key-Free, Risky-Free: Adaptable Model Usage Control
Zihan Wang
Zhongkui Ma
Xinguo Feng
Chuan Yan
Dongge Liu
Ruoxi Sun
Derui Wang
Minhui Xue
Guangdong Bai
AAML
128
0
0
24 Nov 2025
SAM3-Adapter: Efficient Adaptation of Segment Anything 3 for Camouflage Object Segmentation, Shadow Detection, and Medical Image Segmentation
SAM3-Adapter: Efficient Adaptation of Segment Anything 3 for Camouflage Object Segmentation, Shadow Detection, and Medical Image Segmentation
Tianrun Chen
Runlong Cao
Xinda Yu
Lanyun Zhu
Chaotao Ding
...
Cheng Chen
Qi Zhu
C. Xu
Papa Mao
Ying Zang
MedImVLM
282
0
0
24 Nov 2025
When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA
When Better Teachers Don't Make Better Students: Revisiting Knowledge Distillation for CLIP Models in VQA
Pume Tuchinda
Parinthapat Pengpun
Romrawin Chumpu
Sarana Nutanong
Peerat Limkonchotiwat
VLM
120
0
0
22 Nov 2025
EfficientSAM3: Progressive Hierarchical Distillation for Video Concept Segmentation from SAM1, 2, and 3
Chengxi Zeng
Yuxuan Jiang
Aaron Zhang
VLM
305
1
0
19 Nov 2025
SplatSearch: Instance Image Goal Navigation for Mobile Robots using 3D Gaussian Splatting and Diffusion Models
SplatSearch: Instance Image Goal Navigation for Mobile Robots using 3D Gaussian Splatting and Diffusion Models
Siddarth Narasimhan
Matthew Lisondra
Haitong Wang
G. Nejat
3DGS
108
0
0
17 Nov 2025
Towards 3D Object-Centric Feature Learning for Semantic Scene Completion
Towards 3D Object-Centric Feature Learning for Semantic Scene Completion
Weihua Wang
Yubo Cui
Xiangru Lin
Z. Li
Zheng Fang
3DPC
179
0
0
17 Nov 2025
Uni-Hand: Universal Hand Motion Forecasting in Egocentric Views
Uni-Hand: Universal Hand Motion Forecasting in Egocentric Views
Junyi Ma
Wentao Bao
Jingyi Xu
Guanzhong Sun
Yu Zheng
Erhang Zhang
Xieyuanli Chen
Hesheng Wang
EgoV
359
0
0
17 Nov 2025
HyPerNav: Hybrid Perception for Object-Oriented Navigation in Unknown Environment
HyPerNav: Hybrid Perception for Object-Oriented Navigation in Unknown Environment
Zecheng Yin
H. Vicky Zhao
Zhen Li
101
0
0
27 Oct 2025
COS3D: Collaborative Open-Vocabulary 3D Segmentation
COS3D: Collaborative Open-Vocabulary 3D Segmentation
Runsong Zhu
Ka-Hei Hui
Zhengzhe Liu
Qianyi Wu
Weiliang Tang
Shi Qiu
Pheng-Ann Heng
Chi-Wing Fu
3DGS
129
0
0
23 Oct 2025
SegMASt3R: Geometry Grounded Segment Matching
SegMASt3R: Geometry Grounded Segment Matching
Rohit Jayanti
Swayam Agrawal
Vansh Garg
Siddharth Tourani
Muhammad Haris Khan
Sourav Garg
Madhava Krishna
3DV
245
0
0
06 Oct 2025
Real-Time Threaded Houbara Detection and Segmentation for Wildlife Conservation using Mobile Platforms
Real-Time Threaded Houbara Detection and Segmentation for Wildlife Conservation using Mobile Platforms
L. Saad Saoud
Loic Lesobre
Enrico Sorato
Irfan Hussain
182
0
0
03 Oct 2025
Point2RBox-v3: Self-Bootstrapping from Point Annotations via Integrated Pseudo-Label Refinement and Utilization
Point2RBox-v3: Self-Bootstrapping from Point Annotations via Integrated Pseudo-Label Refinement and Utilization
Teng Zhang
Ziqian Fan
Mingxin Liu
Xin Zhang
Xudong Lu
...
Yue Zhou
Yi Yu
Xiang Li
Junchi Yan
Xue Yang
173
0
0
30 Sep 2025
Adapting SAM with Dynamic Similarity Graphs for Few-Shot Parameter-Efficient Small Dense Object Detection: A Case Study of Chickpea Pods in Field Conditions
Adapting SAM with Dynamic Similarity Graphs for Few-Shot Parameter-Efficient Small Dense Object Detection: A Case Study of Chickpea Pods in Field Conditions
Xintong Jiang
Yixue Liu
Mohamed Debbagh
Yu Tian
Valerio Hoyos-Villegas
Viacheslav Adamchuk
Shangpeng Sun
112
0
0
30 Sep 2025
EasyOcc: 3D Pseudo-Label Supervision for Fully Self-Supervised Semantic Occupancy Prediction Models
EasyOcc: 3D Pseudo-Label Supervision for Fully Self-Supervised Semantic Occupancy Prediction Models
Seamie Hayes
Ganesh Sistu
Ciarán Eising
139
1
0
30 Sep 2025
LG-CD: Enhancing Language-Guided Change Detection through SAM2 Adaptation
LG-CD: Enhancing Language-Guided Change Detection through SAM2 Adaptation
Yixiao Liu
Yizhou Yang
Jinwen Li
Jun Tao
R. Li
Xiangkun Wang
Min Zhu
Junlong Cheng
100
0
0
26 Sep 2025
Agentic Scene Policies: Unifying Space, Semantics, and Affordances for Robot Action
Agentic Scene Policies: Unifying Space, Semantics, and Affordances for Robot Action
Sacha Morin
Kumaraditya Gupta
Mahtab Sandhu
Charlie Gauthier
F. Argenziano
Kirsty Ellis
Liam Paull
LM&Ro
121
0
0
23 Sep 2025
FiLM-Nav: Efficient and Generalizable Navigation via VLM Fine-tuning
FiLM-Nav: Efficient and Generalizable Navigation via VLM Fine-tuning
Naoki Yokoyama
Sehoon Ha
LM&Ro
100
0
0
19 Sep 2025
EZREAL: Enhancing Zero-Shot Outdoor Robot Navigation toward Distant Targets under Varying Visibility
EZREAL: Enhancing Zero-Shot Outdoor Robot Navigation toward Distant Targets under Varying Visibility
Tianle Zeng
Jianwei Peng
Hanjing Ye
Guangcheng Chen
Senzi Luo
H. Zhang
64
0
0
17 Sep 2025
Re-purposing SAM into Efficient Visual Projectors for MLLM-Based Referring Image Segmentation
Re-purposing SAM into Efficient Visual Projectors for MLLM-Based Referring Image Segmentation
Xiaobo Yang
Xiaojin Gong
VLM
99
0
0
17 Sep 2025
MMMS: Multi-Modal Multi-Surface Interactive Segmentation
MMMS: Multi-Modal Multi-Surface Interactive Segmentation
Robin Schon
Julian Lorenz
K. Ludwig
Daniel Kienzle
Rainer Lienhart
100
0
0
16 Sep 2025
OpenGuide: Assistive Object Retrieval in Indoor Spaces for Individuals with Visual Impairments
OpenGuide: Assistive Object Retrieval in Indoor Spaces for Individuals with Visual Impairments
Yifan Xu
Qianwei Wang
V. Kamat
Carol Menassa
127
0
0
02 Sep 2025
Articulated Object Estimation in the Wild
Articulated Object Estimation in the Wild
Abdelrhman Werby
Martin Buchner
Adrian Rofer
Chenguang Huang
Wolfram Burgard
Abhinav Valada
132
5
0
01 Sep 2025
Manipulate-to-Navigate: Reinforcement Learning with Visual Affordances and Manipulability Priors
Manipulate-to-Navigate: Reinforcement Learning with Visual Affordances and Manipulability Priors
Yuying Zhang
Joni Pajarinen
76
0
0
18 Aug 2025
Multi-Sequence Parotid Gland Lesion Segmentation via Expert Text-Guided Segment Anything Model
Multi-Sequence Parotid Gland Lesion Segmentation via Expert Text-Guided Segment Anything Model
Zhongyuan Wu
Chuan-Xian Ren
Yu Wang
Xiaohua Ban
Jianning Xiao
Xiaohui Duan
MedIm
92
0
0
13 Aug 2025
ROD: RGB-Only Fast and Efficient Off-road Freespace Detection
ROD: RGB-Only Fast and Efficient Off-road Freespace DetectionIEEE International Conference on Robotics and Automation (ICRA), 2025
Tong Sun
Hongliang Ye
Jilin Mei
Liang Chen
Fangzhou Zhao
Leiqiang Zong
Yu Hu
112
1
0
12 Aug 2025
Foundation Models and Transformers for Anomaly Detection: A Survey
Foundation Models and Transformers for Anomaly Detection: A SurveyInformation Fusion (Inf. Fusion), 2025
Mouin Ben Ammar
Arturo Mendoza
Nacim Belkhir
Antoine Manzanera
Gianni Franchi
164
4
0
21 Jul 2025
Region-aware Depth Scale Adaptation with Sparse Measurements
Region-aware Depth Scale Adaptation with Sparse Measurements
Rizhao Fan
Tianfang Ma
Zhigen Li
Ning An
Jian Cheng
175
0
0
20 Jul 2025
FastSmoothSAM: A Fast Smooth Method For Segment Anything Model
FastSmoothSAM: A Fast Smooth Method For Segment Anything Model
Jiasheng Xu
Yewang Chen
57
0
0
20 Jul 2025
NOCTIS: Novel Object Cyclic Threshold based Instance Segmentation
NOCTIS: Novel Object Cyclic Threshold based Instance Segmentation
Max Gandyra
Alessandro Santonicola
Michael Beetz
224
1
0
02 Jul 2025
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data
Foundation Models for Zero-Shot Segmentation of Scientific Images without AI-Ready Data
Shubhabrata Mukherjee
Jack Lang
Obeen Kwon
I. Zenyuk
Valerie Brogden
Adam Weber
D. Ushizima
VLM
116
2
0
30 Jun 2025
History-Augmented Vision-Language Models for Frontier-Based Zero-Shot Object Navigation
History-Augmented Vision-Language Models for Frontier-Based Zero-Shot Object Navigation
Mobin Habibpour
Fatemeh Afghah
LM&Ro
155
2
0
19 Jun 2025
A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospects
A Comprehensive Survey on Video Scene Parsing:Advances, Challenges, and Prospects
Guohuan Xie
Syed Ariff Syed Hesham
Wenya Guo
Bing Li
Ming-Ming Cheng
Guolei Sun
Yun-Hai Liu
142
1
0
16 Jun 2025
Uncertainty-Informed Active Perception for Open Vocabulary Object Goal Navigation
Uncertainty-Informed Active Perception for Open Vocabulary Object Goal NavigationEuropean Conference on Mobile Robots (ECMR), 2025
Utkarsh Bajpai
Julius Ruckin
Cyrill Stachniss
Marija Popović
223
0
0
16 Jun 2025
On the development of an AI performance and behavioural measures for teaching and classroom management
On the development of an AI performance and behavioural measures for teaching and classroom management
Andreea I. Niculescu
Jochen Ehnen
Chen Yi
Du Jiawei
Tay Chiat Pin
...
Teh Kah Kuan
Tran Huy Dat
John Komar
Gi Soong Chee
Kenneth Kwok
69
1
0
11 Jun 2025
Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation
Segment This Thing: Foveated Tokenization for Efficient Point-Prompted SegmentationComputer Vision and Pattern Recognition (CVPR), 2025
Tanner Schmidt
Richard Newcombe
VLM
175
2
0
10 Jun 2025
DualMap: Online Open-Vocabulary Semantic Mapping for Natural Language Navigation in Dynamic Changing Scenes
DualMap: Online Open-Vocabulary Semantic Mapping for Natural Language Navigation in Dynamic Changing ScenesIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Jiajun Jiang
Yiming Zhu
Zirui Wu
Jie Song
251
3
0
02 Jun 2025
SAM2-LOVE: Segment Anything Model 2 in Language-aided Audio-Visual Scenes
SAM2-LOVE: Segment Anything Model 2 in Language-aided Audio-Visual ScenesComputer Vision and Pattern Recognition (CVPR), 2025
Yuji Wang
Haoran Xu
Yong-Jin Liu
Jiaze Li
Yansong Tang
210
7
0
02 Jun 2025
SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost
SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training CostComputer Vision and Pattern Recognition (CVPR), 2025
Haiyang Mei
Pengyu Zhang
Mike Zheng Shou
VLM
205
2
0
02 Jun 2025
KairosAD: A SAM-Based Model for Industrial Anomaly Detection on Embedded Devices
KairosAD: A SAM-Based Model for Industrial Anomaly Detection on Embedded Devices
Uzair Khan
Franco Fummi
Luigi Capogrosso
116
0
0
30 May 2025
Stairway to Success: An Online Floor-Aware Zero-Shot Object-Goal Navigation Framework via LLM-Driven Coarse-to-Fine Exploration
Stairway to Success: An Online Floor-Aware Zero-Shot Object-Goal Navigation Framework via LLM-Driven Coarse-to-Fine Exploration
Zeying Gong
Rong Li
Tianshuai Hu
Ronghe Qiu
Lingdong Kong
Lingfeng Zhang
Yiyi Ding
Leying Zhang
Junwei Liang
410
0
0
29 May 2025
Mobi-$π$: Mobilizing Your Robot Learning Policy
Mobi-πππ: Mobilizing Your Robot Learning Policy
Jingyun Yang
Isabella Huang
Brandon Vu
Max Bajracharya
Rika Antonova
Jeannette Bohg
222
4
0
29 May 2025
InfoSAM: Fine-Tuning the Segment Anything Model from An Information-Theoretic Perspective
InfoSAM: Fine-Tuning the Segment Anything Model from An Information-Theoretic Perspective
Yuanhong Zhang
Muyao Yuan
Weizhan Zhang
Tieliang Gong
Wen Wen
Jiangyong Ying
Weijie Shi
VLM
209
0
0
28 May 2025
Universal Domain Adaptation for Semantic Segmentation
Universal Domain Adaptation for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2025
Seun-An Choe
Keon-Hee Park
J. Choi
Gyeong-Moon Park
240
0
0
28 May 2025
AoP-SAM: Automation of Prompts for Efficient Segmentation
AoP-SAM: Automation of Prompts for Efficient SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2025
Yi Chen
Mu-Young Son
Chuanbo Hua
Joo-Young Kim
VLM
265
4
0
17 May 2025
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context Encoding
GA3CE: Unconstrained 3D Gaze Estimation with Gaze-Aware 3D Context EncodingComputer Vision and Pattern Recognition (CVPR), 2025
Yuki Kawana
Shintaro Shiba
Quan Kong
Norimasa Kobori
245
0
0
15 May 2025
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model
Mix-QSAM: Mixed-Precision Quantization of the Segment Anything Model
Navin Ranjan
Andreas E. Savakis
MQVLM
318
0
0
08 May 2025
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image InpaintingIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Huawei Sun
Bora Kunter Sahin
Georg Stettinger
Maximilian Bernhard
Matthias Schubert
Robert Wille
416
1
0
06 May 2025
Cues3D: Unleashing the Power of Sole NeRF for Consistent and Unique Instances in Open-Vocabulary 3D Panoptic Segmentation
Cues3D: Unleashing the Power of Sole NeRF for Consistent and Unique Instances in Open-Vocabulary 3D Panoptic SegmentationInformation Fusion (Inf. Fusion), 2025
Feng Xue
Wenzhuang Xu
Guofeng Zhong
Anlong Minga
Andrii Zadaianchuk
265
1
0
01 May 2025
MoSAM: Motion-Guided Segment Anything Model with Spatial-Temporal Memory Selection
MoSAM: Motion-Guided Segment Anything Model with Spatial-Temporal Memory Selection
Q. Yang
Xingtai Lv
Miaomiao Cui
Liefeng Bo
VLM
262
3
0
30 Apr 2025
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