Deepfake Detection in 2026: What Actually Works Against Viral AI Video
Beyond the visual tells. A technical evaluation of multi-modal forensic AI, C2PA provenance watermarking, and photoplethysmography-based liveness detection.
7 articles tagged with Computer Vision
Beyond the visual tells. A technical evaluation of multi-modal forensic AI, C2PA provenance watermarking, and photoplethysmography-based liveness detection.
The cat-and-mouse game of AI image detection. Why metadata watermarks (C2PA) and frequency-domain DCT artifacts work while pixel-level detectors fail.
Beyond pixel diffing. Benchmark Gemini 3.5 Flash's spatial understanding, layout parsing, and visual regression detection across complex web UI screenshots.
Sifting physics from rendering. A technical look at Diffusion Transformers (DiT), 3D VAE compression, and how AI video models simulate real-world physical dynamics.
Production video LLM pipelines. How frame sampling strategies, keyframe extraction, audio alignment, and multimodal token chunking power 2026 video understanding.
The engineering behind viral pet portraits. How InstantID face embeddings, Subject-Driven LoRA fine-tuning, and fur segmentation masks power $1M viral consumer apps.
Learn how to build real-time web video effects pipelines. Write custom post-processing shaders in WGSL to handle camera filters and background removal on the GPU.