Copertina

ViT-ProtoNet for Few-Shot Image Classification: A Multi-Benchmark Evaluation

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Mutlu, Abdulvahap, Doğan, Şengül, Tuncer, Türker
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Computer Vision and Pattern Recognition Artificial Intelligence Machine Learning
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Synthetic ALS-EEG Data Augmentation for ALS Diagnosis Using Conditional WGAN with Weight Clipping
di: Mutlu, Abdulvahap, et al.
Pubblicazione: (2025)

mHC-SSM: Manifold-Constrained Hyper-Connections for State Space Language Models with Stream-Specialized Adapters
di: Mutlu, Abdulvahap, et al.
Pubblicazione: (2026)

MobilePlantViT: A Mobile-friendly Hybrid ViT for Generalized Plant Disease Image Classification
di: Tonmoy, Moshiur Rahman, et al.
Pubblicazione: (2025)

HydraViT: Stacking Heads for a Scalable ViT
di: Haberer, Janek, et al.
Pubblicazione: (2024)

Few-Shot Classification and Anatomical Localization of Tissues in SPECT Imaging
di: Khan, Mohammed Abdul Hafeez, et al.
Pubblicazione: (2025)

Training-Free Acceleration of ViTs with Delayed Spatial Merging
di: Heo, Jung Hwan, et al.
Pubblicazione: (2023)

Octic Vision Transformers: Quicker ViTs Through Equivariance
di: Nordström, David, et al.
Pubblicazione: (2025)

Unsupervised Few-Shot Continual Learning for Remote Sensing Image Scene Classification
di: Ma'sum, Muhammad Anwar, et al.
Pubblicazione: (2024)

ConcatPlexer: Additional Dim1 Batching for Faster ViTs
di: Han, Donghoon, et al.
Pubblicazione: (2023)

ViT-2SPN: Vision Transformer-based Dual-Stream Self-Supervised Pretraining Networks for Retinal OCT Classification
di: Saraei, Mohammadreza, et al.
Pubblicazione: (2025)

ProtoCLIP: Prototype-Aligned Latent Refinement for Robust Zero-Shot Chest X-Ray Classification
di: Kittler, Florian, et al.
Pubblicazione: (2026)

Quasar-ViT: Hardware-Oriented Quantization-Aware Architecture Search for Vision Transformers
di: Li, Zhengang, et al.
Pubblicazione: (2024)

TAP-ViTs: Task-Adaptive Pruning for On-Device Deployment of Vision Transformers
di: Wang, Zhibo, et al.
Pubblicazione: (2026)

Communication Efficient Split Learning of ViTs with Attention-based Double Compression
di: Alvetreti, Federico, et al.
Pubblicazione: (2025)

ProtoS-ViT: Visual foundation models for sparse self-explainable classifications
di: Turbé, Hugues, et al.
Pubblicazione: (2024)

Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Based on Mixup Foundation Model
di: Paeedeh, Naeem, et al.
Pubblicazione: (2026)

Navigating Data Scarcity using Foundation Models: A Benchmark of Few-Shot and Zero-Shot Learning Approaches in Medical Imaging
di: Woerner, Stefano, et al.
Pubblicazione: (2024)

Predicate Hierarchies Improve Few-Shot State Classification
di: Jin, Emily, et al.
Pubblicazione: (2025)

Concept-Guided Fine-Tuning: Steering ViTs away from Spurious Correlations to Improve Robustness
di: Elisha, Yehonatan, et al.
Pubblicazione: (2026)

OmniPatch: A Universal Adversarial Patch for ViT-CNN Cross-Architecture Transfer in Semantic Segmentation
di: Aggarwal, Aarush, et al.
Pubblicazione: (2026)

ProtoMedX: Towards Explainable Multi-Modal Prototype Learning for Bone Health Classification
di: Pellicer, Alvaro Lopez, et al.
Pubblicazione: (2025)

Multi-Task Learning with Additive U-Net for Image Denoising and Classification
di: Lakkavalli, Vikram, et al.
Pubblicazione: (2026)

DAVE: Distribution-aware Attribution via ViT Gradient Decomposition
di: Wróbel, Adam, et al.
Pubblicazione: (2026)

Evaluating the Energy Efficiency of Few-Shot Learning for Object Detection in Industrial Settings
di: Tsoumplekas, Georgios, et al.
Pubblicazione: (2024)

Evaluation of Few-Shot Learning Methods for Kidney Stone Type Recognition in Ureteroscopy
di: Salazar-Ruiz, Carlos, et al.
Pubblicazione: (2025)

Automated Classification of Model Errors on ImageNet
di: Peychev, Momchil, et al.
Pubblicazione: (2023)

How Can Multimodal Remote Sensing Datasets Transform Classification via SpatialNet-ViT?
di: Kashyap, Gautam Siddharth, et al.
Pubblicazione: (2025)

TransForSeg: A Multitask Stereo ViT for Joint Stereo Segmentation and 3D Force Estimation in Catheterization
di: Fekri, Pedram, et al.
Pubblicazione: (2025)

Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes
di: Donnelly, Jon, et al.
Pubblicazione: (2021)

MC-ViViT: Multi-branch Classifier-ViViT to detect Mild Cognitive Impairment in older adults using facial videos
di: Sun, Jian, et al.
Pubblicazione: (2023)

LEARN: A Unified Framework for Multi-Task Domain Adapt Few-Shot Learning
di: Ravichandran, Bharadwaj, et al.
Pubblicazione: (2024)

1S-DAug: One-Shot Data Augmentation for Robust Few-Shot Generalization
di: Bai, Yunwei, et al.
Pubblicazione: (2026)

TPC-ViT: Token Propagation Controller for Efficient Vision Transformer
di: Zhu, Wentao
Pubblicazione: (2024)

No Labels Needed: Zero-Shot Image Classification with Collaborative Self-Learning
di: Todescato, Matheus Vinícius, et al.
Pubblicazione: (2025)

Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters
di: Mohammad, Mohammed Rahman Sherif Khan, et al.
Pubblicazione: (2026)

Token Cropr: Faster ViTs for Quite a Few Tasks
di: Bergner, Benjamin, et al.
Pubblicazione: (2024)

A Multimodal 3D Foundation Model for Light Sheet Fluorescence Microscopy Enables Few-Shot Segmentation, Classification, and Deblurring
di: Scheinfeld, Adina, et al.
Pubblicazione: (2026)

Brain Inspired Adaptive Memory Dual-Net for Few-Shot Image Classification
di: Di, Kexin, et al.
Pubblicazione: (2025)

PolygoNet: Leveraging Simplified Polygonal Representation for Effective Image Classification
di: Khazem, Salim, et al.
Pubblicazione: (2025)

An Automated Pipeline for Few-Shot Bird Call Classification: A Case Study with the Tooth-Billed Pigeon
di: Jana, Abhishek, et al.
Pubblicazione: (2025)