Cover Image

Matching-Based Few-Shot Semantic Segmentation Models Are Interpretable by Design

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	De Marinis, Pasquale, Kaymak, Uzay, Brussee, Rogier, Vessio, Gennaro, Castellano, Giovanna
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DistillFSS: Synthesizing Few-Shot Knowledge into a Lightweight Segmentation Model
by: De Marinis, Pasquale, et al.
Published: (2025)

Take a Peek: Efficient Encoder Adaptation for Few-Shot Semantic Segmentation via LoRA
by: De Marinis, Pasquale, et al.
Published: (2025)

Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts
by: De Marinis, Pasquale, et al.
Published: (2024)

RoWeeder: Unsupervised Weed Mapping through Crop-Row Detection
by: De Marinis, Pasquale, et al.
Published: (2024)

I Dream My Painting: Connecting MLLMs and Diffusion Models via Prompt Generation for Text-Guided Multi-Mask Inpainting
by: Fanelli, Nicola, et al.
Published: (2024)

ArtSeek: Deep artwork understanding via multimodal in-context reasoning and late interaction retrieval
by: Fanelli, Nicola, et al.
Published: (2025)

Art2Mus: Bridging Visual Arts and Music through Cross-Modal Generation
by: Rinaldi, Ivan, et al.
Published: (2024)

Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation
by: Chen, Jiayi, et al.
Published: (2024)

Art2Mus: Artwork-to-Music Generation via Visual Conditioning and Large-Scale Cross-Modal Alignment
by: Rinaldi, Ivan, et al.
Published: (2026)

Boosting Few-Shot Semantic Segmentation Via Segment Anything Model
by: Feng, Chen-Bin, et al.
Published: (2024)

Explainable offline automatic signature verifier to support forensic handwriting examiners
by: Diaz, Moises, et al.
Published: (2024)

Multi-Text Guided Few-Shot Semantic Segmentation
by: Jiao, Qiang, et al.
Published: (2025)

Few-Shot Semantic Segmentation Meets SAM3
by: Tsai, Yi-Jen, et al.
Published: (2026)

A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models
by: Bensaid, Reda, et al.
Published: (2024)

Foreground-Covering Prototype Generation and Matching for SAM-Aided Few-Shot Segmentation
by: Park, Suho, et al.
Published: (2025)

SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot Segmentation
by: Cuttano, Claudia, et al.
Published: (2025)

Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation
by: Jia, Yuyu, et al.
Published: (2024)

Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark
by: Broni-Bediako, Clifford, et al.
Published: (2024)

Prototype Correlation Matching and Class-Relation Reasoning for Few-Shot Medical Image Segmentation
by: Zhang, Yumin, et al.
Published: (2024)

Beyond Visual Cues: Leveraging General Semantics as Support for Few-Shot Segmentation
by: Wang, Jin, et al.
Published: (2025)

APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
by: He, Weizhao, et al.
Published: (2024)

Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer
by: Chen, Xinyue, et al.
Published: (2024)

Selective, Regularized, and Calibrated: Harnessing Vision Foundation Models for Cross-Domain Few-Shot Semantic Segmentation
by: Ma, Junyuan, et al.
Published: (2026)

Dynamically enhanced static handwriting representation for Parkinson's disease detection
by: Diaz, Moises, et al.
Published: (2024)

Beyond Euclidean Prototypes: Spectral Disentanglement and Geodesic Matching for Few-Shot Medical Image Segmentation
by: Jia, Penghao, et al.
Published: (2026)

CycleSAM: Few-Shot Surgical Scene Segmentation with Cycle- and Scene-Consistent Feature Matching
by: Murali, Aditya, et al.
Published: (2024)

Hybrid Mamba for Few-Shot Segmentation
by: Xu, Qianxiong, et al.
Published: (2024)

Few-Shot Panoptic Segmentation With Foundation Models
by: Käppeler, Markus, et al.
Published: (2023)

FS-SAM2: Adapting Segment Anything Model 2 for Few-Shot Semantic Segmentation via Low-Rank Adaptation
by: Forni, Bernardo, et al.
Published: (2025)

Skeleton Motion Words for Unsupervised Skeleton-Based Temporal Action Segmentation
by: Gökay, Uzay, et al.
Published: (2025)

Segment Any Class (SAC): Multi-Class Few-Shot Semantic Segmentation via Class Region Proposals
by: Zakir, Hussni Mohd, et al.
Published: (2024)

FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater Images
by: Li, Zhuohao, et al.
Published: (2025)

Layer-Wise Feature Metric of Semantic-Pixel Matching for Few-Shot Learning
by: Tang, Hao, et al.
Published: (2024)

Simple Semantic-Aided Few-Shot Learning
by: Zhang, Hai, et al.
Published: (2023)

Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation
by: Tong, Jintao, et al.
Published: (2024)

Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain
by: Immanuel, Steve Andreas, et al.
Published: (2024)

Object-level Correlation for Few-Shot Segmentation
by: Wen, Chunlin, et al.
Published: (2025)

Eliminating Feature Ambiguity for Few-Shot Segmentation
by: Xu, Qianxiong, et al.
Published: (2024)

A Baseline Study and Benchmark for Few-Shot Open-Set Action Recognition with Feature Residual Discrimination
by: Berti, Stefano, et al.
Published: (2026)

High-Performance Few-Shot Segmentation with Foundation Models: An Empirical Study
by: Chang, Shijie, et al.
Published: (2024)