Ref2V video model roundup: no open model nails both action and character consistency

MastMaithun · reddit · 2026-10-31

A heavy Ref2V user argues current open video models can't do both dynamic action (fights, dance) and reference fidelity. Controlled tests show swapping only the base model moves reference accuracy from 50% to 95-100%, proving prompts aren't the issue. Tested: Hybrid 20-49 (80% reference, meh motion), Hybrid 15-40 (95-100% reference, can't kick), Eros (70%), Singularity (great action, 50% reference). The only usable combo so far is Hybrid 15-40 + Singularity v2 LoRA at 0.4 strength (70% reference). The community still lacks a model with 80%+ reference and solid motion.

Original post →

More from Multimodal

Multimodal channel →