It is still possible to achieve more natural cinematic realism for videos with open source models vs proprietary models with even basic workflows | Z-Image-Turbo and LTX 2.3
r/StableDiffusion
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Generative AI
Overview Z-Image Turbo and LTX 2.3 img2vid combo (also with Flux 2 Klein 9B for additional controls) are actually really strong together for maintaining natural looking styles that feel far alive than even some shots I would get with Seedance 2.0. Initial Frames Z-Image Turbo after all these months, I find to still be the best overall model for style, realism, and speed. The easiest way still of getting around the bland low variation of outputs at least for me, is to still use the old random image input method with high denoise.