来自 X · Motion Transfer

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AI video gets expensive when you let the model guess everything. I teste

AI video gets expensive when you let the model guess everything. I tested a different Seedance workflow: Motion reference → open-source depth/control maps → structured generation → Seedance. Result: • fewer rerolls • better motion control • more consistent output • less credit wasted The interesting part isn’t the dancing cat. It’s that better control before generation can be cheaper than brute-forcing generations until one works. AI video shouldn’t be a slot machine. Give the model structure first.

@K28DesignLabX

Playing with my son’s toy cars and magnetic tiles for some Seedance 2.5

Playing with my son’s toy cars and magnetic tiles for some Seedance 2.5 testing. The idea was simple: use real toy movement as a motion reference, then see how Seedance translates it into a cinematic real-world scene. A traffic jam made from toy cars became a full-scale road scene. A toy excavator clearing the jam became a massive construction vehicle pushing through real cars. A magnetic-tile house became an actual building attempt. What’s interesting is that Seedance doesn’t just copy the action. It picks up on camera angle, object dominance, timing, contact points, weight, direction, and even accidental scale cues. In one clip, the toy excavator looked huge because it was close to the camera and cropped at the edge of frame. Seedance translated that almost literally, making the real excavator tower over the cars. That’s the fascinating bit. The reference video becomes more than choreography. It becomes a kind of physical prompt: perspective, momentum, gravity, friction, hierarchy, and staging all baked into a few seconds of footage. Basically: tabletop previs -> real-world cinematic scene. Still messy. Still unpredictable. But honestly, that’s what makes it fun. Feels less like prompting now, and more like directing motion with whatever is lying around the house. Share this with someone who still thinks AI video is just about writing better prompts.

@apoorvabrX

@techhalla Was curious about why use Motion control with Kling when you

@techhalla Was curious about why use Motion control with Kling when you can just use Omni on seed dance but... I see the wisdom 😜 and love it https://t.co/5TscZZougx

@NickykkamauX

Unitree R1 dancing outdoors with smooth balance and clean motion control

Unitree R1 dancing outdoors with smooth balance and clean motion control. Humanoid robotics is getting more exciting every day. #UnitreeR1 #HumanoidRobot #RobotDance #Robotics #AIrobot https://t.co/kBCwYKqrMa

@Mochi001012X

I tried generating a long dance video with scaiL-2: 30 FPS, 301 frames,

I tried generating a long dance video with scaiL-2: 30 FPS, 301 frames, around 10 seconds, 896×1600 resolution — basically a 9:16 vertical video. I also used Uni3C’s camera-motion module to get the automatic camera movement from the reference video. But honestly… this workflow https://t.co/VH1ad9nAbO

@shaoraxRACX

75 million views in 5 days. The dancer on that stage isn't real. This cl

75 million views in 5 days. The dancer on that stage isn't real. This clip was shared as an example of what AI character pages built with Kling motion control can pull. The person who posted it says they were making $100 a day a few months ago running a page like this and selling a low-ticket guide on Whop. That's the most honest income claim I found in the whole AI character trend. A lot of the money in this boom comes from teaching it.

@SofiaTachExpertX

Making viral dance videos is ridiculously easy now 🤯 Upload an image + a

Making viral dance videos is ridiculously easy now 🤯 Upload an image + a reference video into Higgsfield's Kling Motion Control and let AI do the rest. 💃🔥 AI WITH HUZAIFA #aiwithhuzaifa #AI #HiggsfieldAI #Kling #AIVideo #Viral https://t.co/liLtjddH6n

@Aiwith_HuzaifaX

Ready to scale your AI content? This creator breaks down how Kling AI 3.

Ready to scale your AI content? This creator breaks down how Kling AI 3.0 uses motion control and team workflows to turn solo projects into viral production systems. Don't miss this! #KlingAI #AIvideo #ContentCreation https://t.co/LY1Fbl67FD

@noaholatoyeX

Turn any video into your own AI character scene ✨🎬 Use a reference video

Turn any video into your own AI character scene ✨🎬 Use a reference video for the movement, then replace the person and objects with yourself, your AI character, or your own custom images. 1. Create images of yourself or your AI person 2. Add reference images for any objects you want included 3. Choose a video as your motion reference 4. Open Video Gen on Moescape 5. Upload your images + reference video 6. Add the replacement prompt and generate Full workflow + prompt in the comments 👇 Try it yourself on Moescape 🚀   Link in bio #videotovideo #aivideo #anime #aigeneration #moescapeai #aiart #fyp #foryoupage

@MoescapeAiX

Alibaba has open-sourced Wan Animate 2, a new video-to-video AI model de

Alibaba has open-sourced Wan Animate 2, a new video-to-video AI model designed for controlling character animation via reference driving video. Generating realistic character movements from reference video has historically struggled with non-standard body rigs and multi-subject consistency. Wan Animate 2 tackles these edge cases directly. Key capabilities: - High-fidelity expression transfer from reference video - Simultaneous tracking and control for multiple characters - Stable handling of non-standard and irregular body proportions Making weights open source allows developers to integrate controllable video animation directly into custom pipelines without relying on proprietary APIs. The bottleneck in generative video is rapidly shifting from raw video synthesis to precise local control and continuity.

@ali_hasan0vX

Mina Labs Motion Transfer - turn your image into #viral videos. Use #ima

Mina Labs Motion Transfer - turn your image into #viral videos. Use #images and #video for motion reference. Create crazy videos. New users get 20 credits free. https://t.co/YLlpVthvUe #reel #ai https://t.co/NEvZ44q6oQ

@minaxlabX

Sometimes motion control has a vision… and sometimes the jacket says abs

Sometimes motion control has a vision… and sometimes the jacket says absolutely not 😭 The dance is cute, the fit is fighting for its life, and the animation ate half the outfit. Stylish fail, still posting 😂 #AIAnimation #MotionControl #AIDance https://t.co/3SDxU13V4F

@unv_eiledaiX

I recreated the Hotel Lobby AI trend from two photos. Prompt + original

I recreated the Hotel Lobby AI trend from two photos. Prompt + original reference video below 👇 Made with EaseGen: https://t.co/e5CtwovYTE https://t.co/VUwNbpUdyh

@easegenaiX

𝗧𝘂𝗿𝗻 𝗮𝗻𝘆 𝘀𝘁𝗶𝗹𝗹 𝗽𝗵𝗼𝘁𝗼 𝗶𝗻𝘁𝗼 𝗮 𝗱𝘆𝗻𝗮𝗺𝗶𝗰 𝗔𝗜 𝘃𝗶𝗱𝗲𝗼! 🎬⚡ With BOL7 AI Studio Mot

𝗧𝘂𝗿𝗻 𝗮𝗻𝘆 𝘀𝘁𝗶𝗹𝗹 𝗽𝗵𝗼𝘁𝗼 𝗶𝗻𝘁𝗼 𝗮 𝗱𝘆𝗻𝗮𝗺𝗶𝗰 𝗔𝗜 𝘃𝗶𝗱𝗲𝗼! 🎬⚡ With BOL7 AI Studio Motion Control, bring your characters to life with realistic body movements, expressions, and gestures. ✨ Create AI dance videos ✨ Animate your photos instantly ✨ Generate engaging video content faster Transform your ideas into motion with AI. 🚀 🔗 https://t.co/az0mdlLS6H #BOL7AI #MotionControl #AIVideo #AIAnimation #ImageToVideo

@bol7digitalX

@Alibaba_Wan's Spicy Suite is now available on Infron. Spicy models remo

@Alibaba_Wan's Spicy Suite is now available on Infron. Spicy models remove content filters for image-to-video generation. Mature creative content like boudoir, intimate scenes, and artistic nudity generates without refusal. 1. Video Super Resolution - FlashVSR upscales 480P, 720P, 1080P to 2K/4K with single step restoration. https://t.co/ektDZFCdeY 2. Video Animation & Motion Transfer - Wan Animate transfers motion from reference videos onto character images. https://t.co/ONz17no5mm - Wan 2.7 I2V Spicy transforms images into cinematic 720p/1080p clips with mature content support. https://t.co/O7abFixtSx - Wan 2.2 I2V Spicy animates images at lower cost, earlier generation variant. https://t.co/0qrEGRRETX 3. Face & Head Manipulation - Head Swap replaces heads while preserving body and scene. https://t.co/8UGKWwvAYn - Face Swap replaces faces in images seamlessly. https://t.co/JaUv37T17p 4. Image Generation & Editing - Qwen Image Edit Spicy modifies images with text commands. https://t.co/iLpeHjJ5nG - Z Image Spicy generates images from text with mature content support. https://t.co/lng9UgoSmx

@InfronAIX

@Alibaba_Wan 's Spicy Suite is now available on Infron. Spicy models rem

@Alibaba_Wan 's Spicy Suite is now available on Infron. Spicy models remove content filters for image-to-video generation. Mature creative content like boudoir, intimate scenes, and artistic nudity generates without refusal. - FlashVSR upscales 480P, 720P, 1080P to 2K/4K with single step restoration. https://t.co/ektDZFCdeY - Wan Animate transfers motion from reference videos onto character images. https://t.co/ONz17no5mm - Wan 2.7 I2V Spicy transforms images into cinematic 720p/1080p clips with mature content support. https://t.co/O7abFixtSx - Wan 2.2 I2V Spicy animates images at lower cost, earlier generation variant. https://t.co/0qrEGRRETX - Head Swap replaces heads while preserving body and scene. https://t.co/8UGKWwvAYn - Face Swap replaces faces in images seamlessly. https://t.co/JaUv37T17p - Qwen Image Edit Spicy modifies images with text commands. https://t.co/iLpeHjJ5nG Z Image Spicy generates images from text with mature content support. https://t.co/lng9UgoSmx

@InfronAIX

I turned my headshot into a marble statue and forced it to dance. By usi

I turned my headshot into a marble statue and forced it to dance. By using my photo for texture transfer and Kling 3 for motion control, I’m finally seeing real character consistency in AI video. What’s the most creative use for motion control you’ve seen yet? #AI #KlingAI https://t.co/6X1dY2DgZn

@chrisvivasaiX

Tried the same choreography-driven animation on Kling back in February.R

Tried the same choreography-driven animation on Kling back in February.Redid it with Seedance 2.0 this week. Motion fidelity is a clear step up — this is currently my go-to for motion control. https://t.co/cxkIJEkYQ4 https://t.co/5R3HECg3CM

@_AtelierSG_X

AI influencers used to look fake. Stiff. Robotic. Now they're indistingu

AI influencers used to look fake. Stiff. Robotic. Now they're indistinguishable. And you can build one from a single photo. Here's the 4-step workflow top creators use: Step 1: Lock your face. Upload a clear photo to SJin AI. Switch to Nano-Banana Pro mode. This locks your facial features — eyes, nose, jawline, skin texture. Every future generation uses this as the anchor. No drift. No melting. Same person, every time. Step 2: Pick the movement. Find a reference video. A TikTok dance. A runway walk. A casual conversation. The gestures, expressions, head tilts — this becomes the motion map. Step 3: Merge face + motion. Upload your locked character and the reference clip into SJin AI. Prompt: "Image 2 posing like image 1." The AI maps the reference motion onto your face. Expressions transfer. Body language transfers. The result moves like the reference, looks like you. Step 4: Generate the video. Navigate to video tools. Select Kling 2.6 Motion Control. Upload both files. Click generate. 30 seconds later: hyper-realistic motion, natural facial expressions, smooth body movements, authentic human behavior. The output: your face, in a different outfit, in a different city, saying words you never spoke, moving in ways you never moved. No camera. No reshoot. No actor. No studio. The same face. Infinite scenes. Infinite outfits. Infinite scripts. This is how the AI influencers you follow are built. The ones you can't tell are AI. The ones with 500K followers and brand deals and DMs from people who think they're real. The video selling this method ends with: "Comment SJin and I'll send you the workflow." That's ManyChat. Auto-DM. Funnel into course or community. The method works. The face-locking is real. The motion transfer is real. The indistinguishability is real. What the video doesn't show: the 47 failed generations before one clean output. The hand-fixing in post. The voice cloning that doesn't match. The platform that flags unlabeled AI content. The pipeline is 4 steps. The polish is 40 hours. Bookmark this. The influencer you DM'd last week might be a locked face and a motion map. What movement would you map onto your own face?

@MadCrash_XX
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