Cover Image

FAMSeC: A Few-shot-sample-based General AI-generated Image Detection Method

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xu, Juncong, Yang, Yang, Fang, Han, Liu, Honggu, Zhang, Weiming
Format:	Preprint
Published:	2024
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

A Comprehensive Review of Few-shot Action Recognition
by: Wanyan, Yuyang, et al.
Published: (2024)

Few-shot Defect Image Generation based on Consistency Modeling
by: Shi, Qingfeng, et al.
Published: (2024)

Manifold Induced Biases for Zero-shot and Few-shot Detection of Generated Images
by: Brokman, Jonathan, et al.
Published: (2025)

MIPI 2024 Challenge on Few-shot RAW Image Denoising: Methods and Results
by: Jin, Xin, et al.
Published: (2024)

MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection
by: Zhang, Ximiao, et al.
Published: (2024)

Few-shot Unknown Class Discovery of Hyperspectral Images with Prototype Learning and Clustering
by: Liu, Chun, et al.
Published: (2025)

Augmenting Prototype Network with TransMix for Few-shot Hyperspectral Image Classification
by: Liu, Chun, et al.
Published: (2024)

MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt Tuning
by: Han, Minghao, et al.
Published: (2024)

CTForensics: A Comprehensive Dataset and Method for AI-Generated CT Image Detection
by: Li, Yiheng, et al.
Published: (2026)

Few-Shot Learner Generalizes Across AI-Generated Image Detection
by: Wu, Shiyu, et al.
Published: (2025)

FishAI 2.0: Marine Fish Image Classification with Multi-modal Few-shot Learning
by: Yang, Chenghan, et al.
Published: (2025)

CONSULT: Contrastive Self-Supervised Learning for Few-shot Tumor Detection
by: Chin, Sin Chee, et al.
Published: (2024)

Few-shot Image Generation via Masked Discrimination
by: Zhu, Jingyuan, et al.
Published: (2022)

Few-shot Image Generation via Information Transfer from the Built Geodesic Surface
by: Han, Yuexing, et al.
Published: (2024)

I2VWM: Robust Watermarking for Image to Video Generation
by: Wang, Guanjie, et al.
Published: (2025)

Semantic Enhanced Few-shot Object Detection
by: Wang, Zheng, et al.
Published: (2024)

SPENet: Self-guided Prototype Enhancement Network for Few-shot Medical Image Segmentation
by: Fan, Chao, et al.
Published: (2025)

SD-MAD: Sign-Driven Few-shot Multi-Anomaly Detection in Medical Images
by: Guo, Kaiyu, et al.
Published: (2025)

Few-shot Online Anomaly Detection and Segmentation
by: Wei, Shenxing, et al.
Published: (2024)

Make It Up: Fake Images, Real Gains in Generalized Few-shot Semantic Segmentation
by: Xie, Guohuan, et al.
Published: (2026)

Extremely Simple Out-of-distribution Detection for Audio-visual Generalized Zero-shot Learning
by: Liu, Yang, et al.
Published: (2025)

DomainGallery: Few-shot Domain-driven Image Generation by Attribute-centric Finetuning
by: Duan, Yuxuan, et al.
Published: (2024)

GRSDet: Learning to Generate Local Reverse Samples for Few-shot Object Detection
by: Mei, Hefei, et al.
Published: (2023)

LOTA: Bit-Planes Guided AI-Generated Image Detection
by: Wang, Hongsong, et al.
Published: (2025)

Unleashing In-context Learning of Autoregressive Models for Few-shot Image Manipulation
by: Lai, Bolin, et al.
Published: (2024)

Pseudo-triplet Guided Few-shot Composed Image Retrieval
by: Hou, Bohan, et al.
Published: (2024)

PS-TTL: Prototype-based Soft-labels and Test-Time Learning for Few-shot Object Detection
by: Gao, Yingjie, et al.
Published: (2024)

Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection
by: Zhou, Shuchang, et al.
Published: (2026)

SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning
by: Dai, Zhewei, et al.
Published: (2024)

Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation
by: Zhu, Muzhi, et al.
Published: (2024)

Towards Few-shot Out-of-Distribution Detection
by: Dong, Jiuqing, et al.
Published: (2023)

Few-shot Implicit Function Generation via Equivariance
by: Huang, Suizhi, et al.
Published: (2025)

Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning
by: Li, Yiheng, et al.
Published: (2025)

Few-shot Object Localization
by: Ren, Yunhan, et al.
Published: (2024)

Fracture Detection in Pediatric Wrist Trauma X-ray Images Using YOLOv8 Algorithm
by: Ju, Rui-Yang, et al.
Published: (2023)

Bridge the Points: Graph-based Few-shot Segment Anything Semantically
by: Zhang, Anqi, et al.
Published: (2024)

Dual-path Frequency Discriminators for Few-shot Anomaly Detection
by: Bai, Yuhu, et al.
Published: (2024)

HypDAE: Hyperbolic Diffusion Autoencoders for Hierarchical Few-shot Image Generation
by: Li, Lingxiao, et al.
Published: (2024)

DiffCLIP: Few-shot Language-driven Multimodal Classifier
by: Zhang, Jiaqing, et al.
Published: (2024)

CF-Font: Content Fusion for Few-shot Font Generation
by: Wang, Chi, et al.
Published: (2023)