GPT2 + Seedance 2.0 → Yoga Flow. Controlling pose transition. (Prompt + process in thread) PROCESS: 01. GPT2 Img: Create pose sequence in 02. GPT2 Img: Create base character 03. SD2 Omni-Ref: Animating scene 04. Codex for stitching + frame interpolation While not perfect step-to-step... Still impressive.

01. Generating Motion Sequence - Used GPT2 image to create 2 sequences - To use as reference images for SD2 - Describing the motion and transition PROMPT: Create a 12-panel yoga instruction diagram in a clean 4-column by 3-row grid. Style: black-and-white / soft grayscale instructional poster, off-white background, thin black panel borders, bold uppercase titles, black rounded number badges, simple dotted or curved motion arrows, and short coaching captions. Use one consistent female yoga model across all panels: athletic build, long wavy hair, fitted sports bra and leggings, barefoot, realistic photo-illustration style, neutral studio background. Show a classic vinyasa flow from Mountain Pose to Downward-Facing Dog. Focus less on overly technical pose detail and more on the feeling of a smooth flowing sequence, with clear movement, breath, and transitions from one step to the next. Each panel should clearly show the motion step and how it transitions into the next pose. Use arrows to show direction of movement. Keep the captions short and simple, describing the action, breath, or flow cue in a natural way. Make all 12 panels exactly the same size, evenly aligned, highly readable, and visually consistent. No color. No extra text.

02. Generate Base Character - Cropped one of the frames for pose - Added character description - Generated with GPT2

03. SD2 To Bring to Life - Used Omni-ref with multiple items - Base Character image as character ref - Instructional diagram for motion guidance Ex Prompt: Scene: One continuous shot - Hand-held YouTube-style video showing a woman performing a complete yoga vinyasa flow. Character: Use IMG1 as the character we're following in the scene. Character Motion: Use IMG2 to follow the motion and instructions exactly to complete her flow. The scene starts at IMG1. Direction: The woman stands in a peaceful orange yoga studio. The hand-held camera subtly pushes in on her as she begins her flow. It captures the moment in tight composition as she moves from mountain pose to upward salute. The camera begins to pull back out as she transitions from upward salute to swan dive and stays focused on her body as she transitions from swan dive into a forward fold. The camera begins to move right to a side profile as she plants her palms and steps back into the high plank position. The camera drops lower and pushes in towards her face for a focused close-up as she moves from chaturanga lower to upward-facing dog. The camera again pulls out, showing her full body as she transitions to the downward-facing dog position. Finally, she holds for a deep inhale and exhale in that position. Overall Tone: Her movements are all natural and fluid, controlled and directed, strong with natural body movements and subtle readjustments as she gets her balance. SoundFx: peaceful ambient hum as we hear her inhale and exhale in a rhythmic fashion with each passing pose. No music.

Overall - It didn't match every pose verbatim - If i extended this to 3 videos and shortened prompts - It probably would listen - Still extremely impressive from both GPT + SD2 - The diagram as a guide is repurposeable

Character vitiligo is cool. She looks very realistic

Wanted to see if it would hold the vitiligo through the sequence

This is a really clever way to make Seedance 2.0 follow motion properly

Man this might become something really serious 🔥

It’s like these two were meant for each other

hahaha. i meant the workflow, but who cares now 😁

Two Important Tips to ADD🔥 1. add "make the yoga posing model face 45 degree forward" so they give you more dimensional angles. 2. When you are writing the seedance prompt, YOU MUST check the pose names in the prompt with the pose names in the picture. Otherwise the video might turn out weird! (chatgpt may generate 12 poses with slight different names)

You really showed skill

Wow. Great work.

why is her skin multi colored??

Camera movement are great. How much did it cost to generate this video?

Perfect combo

Dope concept

Okay this is Increadible so this could easily use my own images to create the same thing. Amazing.

Wow, this is dope and inspiring. Can't wait to try it out! Thank you for sharing! 😃

the honest answer is that even with a clear process, it's still hard to predict what will work and what won't the output is only as good as the input and the constraints you set around it

We can do yoga in gpt image and seedance 2.0 now 🤭

Innovative approach unfolding nicely.

Amazing creativity man!

Looks good

Yes really impressive 🔥

流れるヨガがとても魅力的ですね。素晴らしい技術を使っているのが感じられます。

Anything and everything seems to be possible with lethal combination of GPT2 img and SD2. Crazy time to be living and yet we havent even scratched the surface👍

hay quá

looks like some amazing work

'While not perfect step-to-step' is doing a lot of heavy lifting here but honestly still miles ahead of where this was 6 months ago 😂

多工具串联的工作流比单一工具的输出有趣得多。用图像生成姿态、用视频模型让它动起来、再用代码做帧插值——每一步都不完美但组合在一起能产出单工具做不到的东西。关键是人得充当编排者，知道什么时候该用哪个工具、什么时候该手动修。

Combining GPT2 for pose sequencing with Seedance for animation is a clever pipeline and the result speaks for itself.

your are awesome for share the prompts,,,thx u

Here's how ideas change into real time video clip by Seedance from Gpt image

You have done it nicely

Nice pipeline, this is a solid example of multi-model orchestration for controlled motion generation.

Thanks for Sharing! Got these two awesome Yoga Demonstrations🔥 For the modification, whole step by step prompts🔽

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The pose sequence step is what makes this work.