Image de couverture de livre

Decoding Matters: Efficient Mamba-Based Decoder with Distribution-Aware Deep Supervision for Medical Image Segmentation

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Bougourzi, Fares, Dornaika, Fadi, Hadid, Abdenour
Format:	Preprint
Publié:	2026
Sujets:	Computer Vision and Pattern Recognition
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Recent Advances in Medical Imaging Segmentation: A Survey
par: Bougourzi, Fares, et autres
Publié: (2025)

MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation
par: Bui, T-Mai, et autres
Publié: (2025)

SegDT: A Diffusion Transformer-Based Segmentation Model for Medical Imaging
par: Bekhouche, Salah Eddine, et autres
Publié: (2025)

Extremely Fine-Grained Visual Classification over Resembling Glyphs in the Wild
par: Bougourzi, Fares, et autres
Publié: (2024)

D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images
par: Bougourzi, Fares, et autres
Publié: (2024)

Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging
par: Bougourzi, Fares, et autres
Publié: (2024)

Lung Infection Severity Prediction Using Transformers with Conditional TransMix Augmentation and Cross-Attention
par: Slika, Bouthaina, et autres
Publié: (2025)

Artificial Intelligence in Bone Metastasis Analysis: Current Advancements, Opportunities and Challenges
par: Afnouch, Marwa, et autres
Publié: (2024)

VLM-PAR: A Vision Language Model for Pedestrian Attribute Recognition
par: Sellam, Abdellah Zakaria, et autres
Publié: (2025)

Local and Global Context-and-Object-part-Aware Superpixel-based Data Augmentation for Deep Visual Recognition
par: Dornaika, Fadi, et autres
Publié: (2025)

HSMix: Hard and Soft Mixing Data Augmentation for Medical Image Segmentation
par: Sun, Danyang, et autres
Publié: (2025)

Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans
par: Bougourzi, Fares, et autres
Publié: (2024)

Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation
par: Mishra, Suraj, et autres
Publié: (2024)

VP-Hype: A Hybrid Mamba-Transformer Framework with Visual-Textual Prompting for Hyperspectral Image Classification
par: Sellam, Abdellah Zakaria, et autres
Publié: (2026)

SAViL-Det: Semantic-Aware Vision-Language Model for Multi-Script Text Detection
par: Zighem, Mohammed-En-Nadhir, et autres
Publié: (2025)

A Re-node Self-training Approach for Deep Graph-based Semi-supervised Classification on Multi-view Image Data
par: Bi, Jingjun, et autres
Publié: (2025)

SCS-SupCon: Sigmoid-based Common and Style Supervised Contrastive Learning with Adaptive Decision Boundaries
par: Wang, Bin, et autres
Publié: (2025)

RF-HiT: Rectified Flow Hierarchical Transformer for General Medical Image Segmentation
par: Djouama, Ahmed Marouane, et autres
Publié: (2026)

Advancing Wheat Crop Analysis: A Survey of Deep Learning Approaches Using Hyperspectral Imaging
par: Zidi, Fadi Abdeladhim, et autres
Publié: (2025)

Enhancing Semi-Supervised Multi-View Graph Convolutional Networks via Supervised Contrastive Learning and Self-Training
par: Xiao, Huaiyuan, et autres
Publié: (2025)

Decoding with Structured Awareness: Integrating Directional, Frequency-Spatial, and Structural Attention for Medical Image Segmentation
par: Zhang, Fan, et autres
Publié: (2025)

Can Visual Mamba Improve AI-Generated Image Detection? An In-Depth Investigation
par: Keita, Mamadou, et autres
Publié: (2026)

DeeCLIP: A Robust and Generalizable Transformer-Based Framework for Detecting AI-Generated Images
par: Keita, Mamadou, et autres
Publié: (2025)

Shuffle Vision Transformer: Lightweight, Fast and Efficient Recognition of Driver Facial Expression
par: Saadi, Ibtissam, et autres
Publié: (2024)

Boosting Hyperspectral Image Classification with Gate-Shift-Fuse Mechanisms in a Novel CNN-Transformer Approach
par: Guerri, Mohamed Fadhlallah, et autres
Publié: (2024)

MCFCN: Multi-View Clustering via a Fusion-Consensus Graph Convolutional Network
par: Pei, Chenping, et autres
Publié: (2025)

Conflict-Aware Multimodal Fusion for Ambivalence and Hesitancy Recognition
par: Bekhouche, Salah Eddine, et autres
Publié: (2026)

PE-CLIP: A Parameter-Efficient Fine-Tuning of Vision Language Models for Dynamic Facial Expression Recognition
par: Saadi, Ibtissam, et autres
Publié: (2025)

EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
par: Rahman, Md Mostafijur, et autres
Publié: (2024)

Optimizing Medical Image Segmentation with Advanced Decoder Design
par: Yang, Weibin, et autres
Publié: (2024)

BiSegMamba: Efficient Bidirectional Tri-Oriented Mamba for 3D Medical Image Segmentation
par: Zada, Bakht, et autres
Publié: (2026)

USEMA: a Scalable Efficient Mamba Like Attention for Medical Image Segmentation
par: Dayag, Elisha, et autres
Publié: (2026)

ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation
par: Huang, Jing, et autres
Publié: (2025)

MACMD: Multi-dilated Contextual Attention and Channel Mixer Decoding for Medical Image Segmentation
par: Maurya, Lalit, et autres
Publié: (2025)

Hybrid Transformer-Mamba Architecture for Weakly Supervised Volumetric Medical Segmentation
par: Lyu, Yiheng, et autres
Publié: (2025)

SPARK-IL: Spectral Retrieval-Augmented RAG for Knowledge-driven Deepfake Detection via Incremental Learning
par: Eutamene, Hessen Bougueffa, et autres
Publié: (2026)

FIDAVL: Fake Image Detection and Attribution using Vision-Language Model
par: Keita, Mamadou, et autres
Publié: (2024)

Size Aware Cross-shape Scribble Supervision for Medical Image Segmentation
par: Yuan, Jing, et autres
Publié: (2024)

Integrating ConvNeXt and Vision Transformers for Enhancing Facial Age Estimation
par: Maroun, Gaby, et autres
Publié: (2025)

A Hybrid Mamba-SAM Architecture for Efficient 3D Medical Image Segmentation
par: Shahraki, Mohammadreza Gholipour, et autres
Publié: (2026)