Synthetic Image Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

20 shown of 20 papers with code (28 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Orthogonal Subspace Decomposition for Generalizable AI-Generated Image Detection
  23 Nov 2024 2 repositories listed Syntology ran 3 of 20 samples · 17 unverified · 20 pointer-only (licence)
  In this paper, we start from a new perspective to excavate the reason behind the failure generalization in AIGI detection, named the \textit{asymmetry phenomenon}, where a naively trained detector tends to favor…
• Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection
  27 Dec 2023 2 repositories listed Syntology ran 6 of 7 samples · 1 unverified
  In this paper, we study the problem of generalizable synthetic image detection, aiming to detect forgery images from diverse generative methods, e.
• Aggregating Layers for Deepfake Detection
  11 Oct 2022 2 repositories listed
  Crucially, most work in this domain assume that the Deepfakes in the test set come from the same Deepfake algorithms that were used for training the network.
• VERITAS: Verification and Explanation of Realness in Images for Transparency in AI Systems
  7 Jul 2025 1 repository listed
  The widespread and rapid adoption of AI-generated content, created by models such as Generative Adversarial Networks (GANs) and Diffusion Models, has revolutionized the digital media landscape by allowing efficient and…
• CO-SPY: Combining Semantic and Pixel Features to Detect Synthetic Images by AI
  24 Mar 2025 1 repository listed Syntology ran 7 of 13 samples · 6 unverified
  With the rapid advancement of generative AI, it is now possible to synthesize high-quality images in a few seconds.
• Present and Future Generalization of Synthetic Image Detectors
  21 Sep 2024 1 repository listed
  The continued release of increasingly realistic image generation models creates a demand for synthetic image detectors.
• Detect Fake with Fake: Leveraging Synthetic Data-driven Representation for Synthetic Image Detection
  13 Sep 2024 1 repository listed
  Are general-purpose visual representations acquired solely from synthetic data useful for detecting fake images?
• Improving Synthetic Image Detection Towards Generalization: An Image Transformation Perspective
  13 Aug 2024 1 repository listed Syntology ran 6 of 9 samples · 3 unverified
  In this paper, we re-examine the SID problem and identify two prevalent biases in current training paradigms, i.
• ImagiNet: A Multi-Content Benchmark for Synthetic Image Detection
  29 Jul 2024 1 repository listed
  However, current datasets in the field contain generated images with questionable quality or have examples from one predominant content type which leads to poor generalizability of the underlying detectors.
• TextureCrop: Enhancing Synthetic Image Detection through Texture-based Cropping
  22 Jul 2024 1 repository listed
  Generative AI technologies produce increasingly realistic imagery, which, despite its potential for creative applications, can also be misused to produce misleading and harmful content.
• TGIF: Text-Guided Inpainting Forgery Dataset
  16 Jul 2024 1 repository listed
  In conclusion, this work demonstrates the inefficiency of state-of-the-art detectors on local manipulations performed by modern generative approaches, and aspires to help with the development of more capable IFL and SID…
• SIDBench: A Python Framework for Reliably Assessing Synthetic Image Detection Methods
  29 Apr 2024 1 repository listed
  The generative AI technology offers an increasing variety of tools for generating entirely synthetic images that are increasingly indistinguishable from real ones.
• E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data
  12 Apr 2024 1 repository listed
  To address these issues, we introduce the Ensemble of Expert Embedders (E3), a novel continual learning framework for updating synthetic image detectors.
• Harnessing the Power of Large Vision Language Models for Synthetic Image Detection
  3 Apr 2024 1 repository listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  This study contributes to the advancement of synthetic image detection by exploiting the capabilities of visual language models such as BLIP-2 and ViTGPT2.
• Bi-LORA: A Vision-Language Approach for Synthetic Image Detection
  2 Apr 2024 1 repository listed
  Advancements in deep image synthesis techniques, such as generative adversarial networks (GANs) and diffusion models (DMs), have ushered in an era of generating highly realistic images.
• Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection
  29 Feb 2024 1 repository listed Syntology ran 7 of 7 samples · 0 unverified
  The recently developed and publicly available synthetic image generation methods and services make it possible to create extremely realistic imagery on demand, raising great risks for the integrity and safety of online…
• Generalizable Synthetic Image Detection via Language-guided Contrastive Learning
  23 May 2023 1 repository listed
  In this work, we propose a simple yet very effective synthetic image detection method via a language-guided contrastive learning and a new formulation of the detection problem.
• Deep Image Fingerprint: Towards Low Budget Synthetic Image Detection and Model Lineage Analysis
  19 Mar 2023 1 repository listed
  Our method can detect images from a known generative model and enable us to establish relationships between fine-tuned generative models.
• ArtiFact: A Large-Scale Dataset with Artificial and Factual Images for Generalizable and Robust Synthetic Image Detection
  23 Feb 2023 1 repository listed
  Synthetic image generation has opened up new opportunities but has also created threats in regard to privacy, authenticity, and security.
• A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection
  31 Mar 2021 1 repository listed Syntology ran 0 of 8 samples · 8 unverified
  Our results prompt re-thinking of using high frequency Fourier spectrum decay attributes for CNN-generated image detection.

Syntology lines on 7 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.