Image Generation

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Monday, 28 September 2026

Percept-Lens: A Deep Dive into AI-Generated Image Detection

Sakana AI 12

Percept-Lens researchers tested whether a frozen general-purpose vision model plus a simple Gaussian decision rule can distinguish real from AI-generated images. They say their ECCV2026 results outperform the strongest released AI-generated image detector they tested on the same evaluation suite. The work shifts detector design toward extracting the real-vs-AI structure already present in existing vision model representations instead of relying only on task-specific training.

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AI Evaluation Model Evaluation Computer Vision Image Generation

Generate images and video with vLLM-Omni on SageMaker AI – Part 2

Amazon Web Services 2 weeks ago 16 ● 5 sources

AWS deploys one vLLM-Omni Deep Learning Container with two Amazon SageMaker AI endpoints to turn a text prompt into a still image (real-time) and then animate that image into a short MP4 video (asynchronous via S3). The image and video model endpoints are for FLUX.2-klein-4B and Wan2.1-VACE-1.3B, and the default video generation uses 17 frames with 30 diffusion steps. The workflow changes from a single synchronous response to a two-stage flow where the PNG is returned immediately while the video is queued and later fetched from Amazon S3 (optionally via a Streamlit app).

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AI Infrastructure AI APIs & Integration AWS Image Generation

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