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A quantitative framework called PDI-Bench is introduced for evaluating geometric coherence in generated videos through monocular reconstruction and projective-geometry residuals, revealing geometry-specific failure modes in video generators.
JoyFox Lab releases LTX2.3-ICEdit-Insight, a task-aware video restoration and editing model family built on LTX-2.3, supporting video restoration, HD enhancement, watermark removal, and subtitle removal.
Higgsfield is a generative media platform that uses GPT-4.1, GPT-5, and Sora 2 to turn simple product links or ideas into cinematic short-form social videos, generating roughly 4 million videos per day with a 'cinematic logic layer' that translates user intent into structured video plans.