Krizová ochrana s nulovým ukládáním: Vaše nahraná média a důkazy jsou analyzovány výhradně v dočasné paměti RAM a okamžitě po dokončení trvale smazány. Žádné logy, žádné zálohy v cloudu.

Multimodal Diffusion TransformerÚroveň závažnosti hrozby: Vysoká

Stable Diffusion 3.5 & SDXL Detector: Latent Noise Forensics

Forensic analysis of Stability AI MMDiT architectures, SDXL latent representations, and LoRA weight artifacts.

Ověřte pravost médií se Sealed Rose

Okamžité multimodální neuronové skenování · Zdarma · Není nutný účet · Nulové ukládání · Analýza v paměti RAM

Ověřit fotku deepfake

Stable Diffusion (including SDXL and SD 3.5 Large) is the foundation of the open-source generative AI ecosystem. Open weights allow fraudsters to fine-tune custom checkpoints and LoRAs locally on consumer GPUs to generate targeted catfish personas, fake KYC credentials, and non-consensual imagery without guardrails. Sealed Rose inspects the unique latent space noise residuals and MMDiT attention maps left by Stable Diffusion models.

Kritické varovné signály a indikátory

1Attention Map Leakage on Text and Badges

Logos, shirt typography, and background signage often display pseudo-letters or fractured glyph structures from unresolved text embeddings.

2Lobe and Ear Contour Warping

Ears frequently show fused cartilaginous ridges or uneven lobe attachment when rendered against complex hairstyles.

3LoRA Overfitting and High-Contrast Edge Halos

Locally fine-tuned LoRA models produce distinct contrast halos and repetitive grain patterns around high-frequency hair strands.

Stable Diffusion MMDiT Architecture Forensics

  • MMDiT Latent Noise Verification: Identifies the characteristic rectified flow and noise scheduler signatures of SD 3.5.
  • Frequency Domain Inspection: Uncovers high-frequency harmonic grid lines caused by standard VAE decoding bottlenecks.
  • LoRA & Checkpoint Signature Attribution: Measures style weight distribution to differentiate base models from custom community fine-tunes.

Jak se chránit a jak postupovat

KROK 1

Scan Image in Sealed Rose Forensic Suite

Upload the file to inspect VAE residual anomalies and detect Stable Diffusion generative checkpoints.

Často kladené otázky

Can Sealed Rose detect images created with custom SD checkpoints or Civitai models?

Yes. While custom checkpoints change aesthetics, they share the underlying SDXL or SD 3.5 VAE and MMDiT noise distribution detected by Sealed Rose.

K dispozici ve 25 jazycích: