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The paper introduces OmniVBench, a comprehensive benchmark for omni reference-to-video generation, and the Omni-R2VDataset, a large-scale training dataset, to evaluate and improve R2V models.
A LoRA for LTX-2 (22B) that enables identity-preserving reference-to-video generation using overlap reference conditioning, TASS-RoPE, and ArcFace identity loss, available for ComfyUI via BFS Nodes.