SAM2LoRA: Composite Loss-Guided, Parameter-Efficient Finetuning of SAM2 for Retinal Fundus Segmentation
Fuente:
arXiv
Saved in:
| Main Authors: | Mandal, Sayan, Karthikeyan, Divyadarshini, Paldhe, Manas |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model
by: Zhong, Zihan, et al.
Published: (2024)
by: Zhong, Zihan, et al.
Published: (2024)
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRA
by: Iltaf, Adnan, et al.
Published: (2025)
by: Iltaf, Adnan, et al.
Published: (2025)
CLIP-Guided SAM: Parameter-Efficient Semantic Conditioning for Promptable Segmentation
by: Jalilian, Shayan, et al.
Published: (2026)
by: Jalilian, Shayan, et al.
Published: (2026)
Guided SAM: Label-Efficient Part Segmentation
by: van Rooij, S. B., et al.
Published: (2025)
by: van Rooij, S. B., et al.
Published: (2025)
LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning
by: Che, Chang, et al.
Published: (2025)
by: Che, Chang, et al.
Published: (2025)
Grounding DINO-US-SAM: Text-Prompted Multi-Organ Segmentation in Ultrasound with LoRA-Tuned Vision-Language Models
by: Rasaee, Hamza, et al.
Published: (2025)
by: Rasaee, Hamza, et al.
Published: (2025)
CA-LoRA: Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation
by: Park, Minho, et al.
Published: (2025)
by: Park, Minho, et al.
Published: (2025)
SEG-SAM: Semantic-Guided SAM for Unified Medical Image Segmentation
by: Huang, Shuangping, et al.
Published: (2024)
by: Huang, Shuangping, et al.
Published: (2024)
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAM
by: Zhang, Li, et al.
Published: (2024)
by: Zhang, Li, et al.
Published: (2024)
SAM2-SGP: Enhancing SAM2 for Medical Image Segmentation via Support-Set Guided Prompting
by: Xing, Yang, et al.
Published: (2025)
by: Xing, Yang, et al.
Published: (2025)
MAE-SAM2: Mask Autoencoder-Enhanced SAM2 for Clinical Retinal Vascular Leakage Segmentation
by: Xing, Xin, et al.
Published: (2025)
by: Xing, Xin, et al.
Published: (2025)
ChimeraLoRA: Multi-Head LoRA-Guided Synthetic Datasets
by: Kim, Hoyoung, et al.
Published: (2026)
by: Kim, Hoyoung, et al.
Published: (2026)
OFL-SAM2: Prompt SAM2 with Online Few-shot Learner for Efficient Medical Image Segmentation
by: Lan, Meng, et al.
Published: (2025)
by: Lan, Meng, et al.
Published: (2025)
LoRAtorio: An intrinsic approach to LoRA Skill Composition
by: Foteinopoulou, Niki, et al.
Published: (2025)
by: Foteinopoulou, Niki, et al.
Published: (2025)
SAM-PTx: Text-Guided Fine-Tuning of SAM with Parameter-Efficient, Parallel-Text Adapters
by: Jalilian, Shayan, et al.
Published: (2025)
by: Jalilian, Shayan, et al.
Published: (2025)
MLAE: Masked LoRA Experts for Visual Parameter-Efficient Fine-Tuning
by: Wang, Junjie, et al.
Published: (2024)
by: Wang, Junjie, et al.
Published: (2024)
SAM-Mamba: Mamba Guided SAM Architecture for Generalized Zero-Shot Polyp Segmentation
by: Dutta, Tapas Kumar, et al.
Published: (2024)
by: Dutta, Tapas Kumar, et al.
Published: (2024)
HFP-SAM: Hierarchical Frequency Prompted SAM for Efficient Marine Animal Segmentation
by: Zhang, Pingping, et al.
Published: (2026)
by: Zhang, Pingping, et al.
Published: (2026)
RS2-SAM2: Customized SAM2 for Referring Remote Sensing Image Segmentation
by: Rong, Fu, et al.
Published: (2025)
by: Rong, Fu, et al.
Published: (2025)
Seg2Track-SAM2: SAM2-based Multi-object Tracking and Segmentation
by: Mendonça, Diogo, et al.
Published: (2025)
by: Mendonça, Diogo, et al.
Published: (2025)
TopoLoRA-SAM: Topology-Aware Parameter-Efficient Adaptation of Foundation Segmenters for Thin-Structure and Cross-Domain Binary Semantic Segmentation
by: Khazem, Salim
Published: (2026)
by: Khazem, Salim
Published: (2026)
3DTeethSAM: Taming SAM2 for 3D Teeth Segmentation
by: Lu, Zhiguo, et al.
Published: (2025)
by: Lu, Zhiguo, et al.
Published: (2025)
From SAM to SAM 2: Exploring Improvements in Meta's Segment Anything Model
by: Geetha, Athulya Sundaresan, et al.
Published: (2024)
by: Geetha, Athulya Sundaresan, et al.
Published: (2024)
TAS-LoRA: Transformer Architecture Search with Mixture-of-LoRA Experts
by: Jeon, Jeimin, et al.
Published: (2026)
by: Jeon, Jeimin, et al.
Published: (2026)
PG-SAM: Prior-Guided SAM with Medical for Multi-organ Segmentation
by: Zhong, Yiheng, et al.
Published: (2025)
by: Zhong, Yiheng, et al.
Published: (2025)
LoRA-Edit: Controllable First-Frame-Guided Video Editing via Mask-Aware LoRA Fine-Tuning
by: Gao, Chenjian, et al.
Published: (2025)
by: Gao, Chenjian, et al.
Published: (2025)
PoseGen: In-Context LoRA Finetuning for Pose-Controllable Long Human Video Generation
by: He, Jingxuan, et al.
Published: (2025)
by: He, Jingxuan, et al.
Published: (2025)
TC-LoRA: Temporally Modulated Conditional LoRA for Adaptive Diffusion Control
by: Cho, Minkyoung, et al.
Published: (2025)
by: Cho, Minkyoung, et al.
Published: (2025)
NP-LoRA: Null Space Projection for Subject-Style LoRA Fusion
by: Chen, Chuheng, et al.
Published: (2025)
by: Chen, Chuheng, et al.
Published: (2025)
OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts
by: Xiao, Shiting, et al.
Published: (2025)
by: Xiao, Shiting, et al.
Published: (2025)
Video2LoRA: Unified Semantic-Controlled Video Generation via Per-Reference-Video LoRA
by: Wu, Zexi, et al.
Published: (2026)
by: Wu, Zexi, et al.
Published: (2026)
Evaluating SAM2's Role in Camouflaged Object Detection: From SAM to SAM2
by: Tang, Lv, et al.
Published: (2024)
by: Tang, Lv, et al.
Published: (2024)
Vision as LoRA
by: Wang, Han, et al.
Published: (2025)
by: Wang, Han, et al.
Published: (2025)
UniUltra: Interactive Parameter-Efficient SAM2 for Universal Ultrasound Segmentation
by: Li, Yue, et al.
Published: (2025)
by: Li, Yue, et al.
Published: (2025)
MapSAM2: Adapting SAM2 for Automatic Segmentation of Historical Map Images and Time Series
by: Xia, Xue, et al.
Published: (2025)
by: Xia, Xue, et al.
Published: (2025)
RFMedSAM 2: Automatic Prompt Refinement for Enhanced Volumetric Medical Image Segmentation with SAM 2
by: Xie, Bin, et al.
Published: (2025)
by: Xie, Bin, et al.
Published: (2025)
GaRA-SAM: Robustifying Segment Anything Model with Gated-Rank Adaptation
by: Lee, Sohyun, et al.
Published: (2025)
by: Lee, Sohyun, et al.
Published: (2025)
Semantic-Fast-SAM: Efficient Semantic Segmenter
by: Kim, Byunghyun
Published: (2026)
by: Kim, Byunghyun
Published: (2026)
SAM-CP: Marrying SAM with Composable Prompts for Versatile Segmentation
by: Chen, Pengfei, et al.
Published: (2024)
by: Chen, Pengfei, et al.
Published: (2024)
SAM-IF: Leveraging SAM for Incremental Few-Shot Instance Segmentation
by: Zhou, Xudong, et al.
Published: (2024)
by: Zhou, Xudong, et al.
Published: (2024)
Similar Items
-
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model
by: Zhong, Zihan, et al.
Published: (2024) -
VesselSAM: Leveraging SAM for Aortic Vessel Segmentation with AtrousLoRA
by: Iltaf, Adnan, et al.
Published: (2025) -
CLIP-Guided SAM: Parameter-Efficient Semantic Conditioning for Promptable Segmentation
by: Jalilian, Shayan, et al.
Published: (2026) -
Guided SAM: Label-Efficient Part Segmentation
by: van Rooij, S. B., et al.
Published: (2025) -
LoRA in LoRA: Towards Parameter-Efficient Architecture Expansion for Continual Visual Instruction Tuning
by: Che, Chang, et al.
Published: (2025)