Cover Image

SPARK-IL: Spectral Retrieval-Augmented RAG for Knowledge-driven Deepfake Detection via Incremental Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Eutamene, Hessen Bougueffa, Sellam, Abdellah Zakaria, Taleb-Ahmed, Abdelmalik, Hadid, Abdenour
Format:	Preprint
Published:	2026
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

RAVID: Retrieval-Augmented Visual Detection: A Knowledge-Driven Approach for AI-Generated Image Identification
by: Keita, Mamadou, et al.
Published: (2025)

FIDAVL: Fake Image Detection and Attribution using Vision-Language Model
by: Keita, Mamadou, et al.
Published: (2024)

DeeCLIP: A Robust and Generalizable Transformer-Based Framework for Detecting AI-Generated Images
by: Keita, Mamadou, et al.
Published: (2025)

Bi-LORA: A Vision-Language Approach for Synthetic Image Detection
by: Keita, Mamadou, et al.
Published: (2024)

Can Visual Mamba Improve AI-Generated Image Detection? An In-Depth Investigation
by: Keita, Mamadou, et al.
Published: (2026)

Bi‐ LORA : A Vision‐Language Approach for Synthetic Image Detection
by: Mamadou Keita, et al.
Published: (2025)

Harnessing the Power of Large Vision Language Models for Synthetic Image Detection
by: Keita, Mamadou, et al.
Published: (2024)

Beyond Linear Bottlenecks: Spline-Based Knowledge Distillation for Culturally Diverse Art Style Classification
by: Sellam, Abdellah Zakaria, et al.
Published: (2025)

VLM-PAR: A Vision Language Model for Pedestrian Attribute Recognition
by: Sellam, Abdellah Zakaria, et al.
Published: (2025)

C-DiffDet+: Fusing Global Scene Context with Generative Denoising for High-Fidelity Car Damage Detection
by: Sellam, Abdellah Zakaria, et al.
Published: (2025)

RF-HiT: Rectified Flow Hierarchical Transformer for General Medical Image Segmentation
by: Djouama, Ahmed Marouane, et al.
Published: (2026)

PE-CLIP: A Parameter-Efficient Fine-Tuning of Vision Language Models for Dynamic Facial Expression Recognition
by: Saadi, Ibtissam, et al.
Published: (2025)

Shuffle Vision Transformer: Lightweight, Fast and Efficient Recognition of Driver Facial Expression
by: Saadi, Ibtissam, et al.
Published: (2024)

Boosting House Price Estimations with Multi-Head Gated Attention
by: Sellam, Zakaria Abdellah, et al.
Published: (2024)

Conflict-Aware Multimodal Fusion for Ambivalence and Hesitancy Recognition
by: Bekhouche, Salah Eddine, et al.
Published: (2026)

VP-Hype: A Hybrid Mamba-Transformer Framework with Visual-Textual Prompting for Hyperspectral Image Classification
by: Sellam, Abdellah Zakaria, et al.
Published: (2026)

Mamba Adaptive Anomaly Transformer with association discrepancy for time series
by: Sellam, Abdellah Zakaria, et al.
Published: (2025)

LoLA-SpecViT: Local Attention SwiGLU Vision Transformer with LoRA for Hyperspectral Imaging
by: Zidi, Fadi Abdeladhim, et al.
Published: (2025)

CVPD at QIAS 2025 Shared Task: An Efficient Encoder-Based Approach for Islamic Inheritance Reasoning
by: Bekhouche, Salah Eddine, et al.
Published: (2025)

Face to Cartoon Incremental Super-Resolution using Knowledge Distillation
by: Devkatte, Trinetra, et al.
Published: (2024)

Knowledge-Based Convolutional Neural Network for the Simulation and Prediction of Two-Phase Darcy Flows
by: Elabid, Zakaria, et al.
Published: (2024)

Recent Advances in Medical Imaging Segmentation: A Survey
by: Bougourzi, Fares, et al.
Published: (2025)

SAViL-Det: Semantic-Aware Vision-Language Model for Multi-Script Text Detection
by: Zighem, Mohammed-En-Nadhir, et al.
Published: (2025)

Decoding Matters: Efficient Mamba-Based Decoder with Distribution-Aware Deep Supervision for Medical Image Segmentation
by: Bougourzi, Fares, et al.
Published: (2026)

Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans
by: Bougourzi, Fares, et al.
Published: (2024)

Electrostatic Force Regularization for Neural Structured Pruning
by: Ferdi, Abdesselam, et al.
Published: (2024)

D-TrAttUnet: Toward Hybrid CNN-Transformer Architecture for Generic and Subtle Segmentation in Medical Images
by: Bougourzi, Fares, et al.
Published: (2024)

TG-PhyNN: An Enhanced Physically-Aware Graph Neural Network framework for forecasting Spatio-Temporal Data
by: Elabid, Zakaria, et al.
Published: (2024)

SegDT: A Diffusion Transformer-Based Segmentation Model for Medical Imaging
by: Bekhouche, Salah Eddine, et al.
Published: (2025)

Rethinking Attention Gated with Hybrid Dual Pyramid Transformer-CNN for Generalized Segmentation in Medical Imaging
by: Bougourzi, Fares, et al.
Published: (2024)

Advancing Wheat Crop Analysis: A Survey of Deep Learning Approaches Using Hyperspectral Imaging
by: Zidi, Fadi Abdeladhim, et al.
Published: (2025)

Artificial Intelligence in Bone Metastasis Analysis: Current Advancements, Opportunities and Challenges
by: Afnouch, Marwa, et al.
Published: (2024)

Boosting Hyperspectral Image Classification with Gate-Shift-Fuse Mechanisms in a Novel CNN-Transformer Approach
by: Guerri, Mohamed Fadhlallah, et al.
Published: (2024)

Cross-Modal Mapping and Dual-Branch Reconstruction for 2D-3D Multimodal Industrial Anomaly Detection
by: Daci, Radia, et al.
Published: (2026)

Deepfake Detection via Knowledge Injection
by: Li, Tonghui, et al.
Published: (2025)

VRAG-DFD: Verifiable Retrieval-Augmentation for MLLM-based Deepfake Detection
by: Han, Hui, et al.
Published: (2026)

RAIDX: A Retrieval-Augmented Generation and GRPO Reinforcement Learning Framework for Explainable Deepfake Detection
by: Li, Tianxiao, et al.
Published: (2025)

S2IL: Structurally Stable Incremental Learning
by: Balasubramanian, S, et al.
Published: (2025)

RAG-6DPose: Retrieval-Augmented 6D Pose Estimation via Leveraging CAD as Knowledge Base
by: Wang, Kuanning, et al.
Published: (2025)

SPARK: Sim-ready Part-level Articulated Reconstruction with VLM Knowledge
by: He, Yumeng, et al.
Published: (2025)