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        "# AI Ghost Mannequin + 360 Product Video (ComfyUI)\n\nBy **[PixelAI Labs](https://pixelailabs.com)** · Tutorial on **[Bonnie AI Lab (YouTube)](https://www.youtube.com/@BonnieAILab)** · [Step-by-step guide](https://pixelailabs.com/blog/ai-ghost-mannequin-comfyui-360-product-video)\n\nOne clothing photo → hollow ghost mannequin (Flux 2 Klein 9B + SAM 3) → 360° spin video (MiniMax H3 + 360 Orbit LoRA).\n\n> 🚀 **AI Influencer Pro:** build one consistent AI character, train her LoRA, make Krea 2 photos and H3 talking videos. Cloud or your own GPU.\n> 👉 [AI Influencer Pro 2026](https://pixelailabs.com/comfyui-workflows/krea2-minimax-h3-ultrarealistic-ai-influencer-pro)\n\n## Models\n| File | Folder |\n|---|---|\n| [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) | `diffusion_models` |\n| [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors) | `text_encoders` |\n| [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors) | `vae` |\n| `sam3.pt` (SAM 3) | `models/sam3` |\n| [minimax_h3_hybrid_fl2va_ref2va_b15-49-int8.safetensors](https://huggingface.co/smhfacct/Minimax-H3-fl2va-ref2va-hybrid-models) | `diffusion_models` |\n| [qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors) | `text_encoders` |\n| [minimax_h3_video_vae_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_video_vae_int8_convrot.safetensors) | `vae` |\n| [minimax_h3_audio_vae_fp32.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_audio_vae_fp32.safetensors) | `vae` |\n| [minimax_h3_flf2v_lora_v1.safetensors](https://huggingface.co/pablodawson/MiniMax-H3-360-Orbit-LoRA) (360 Orbit LoRA by Pablo Dawson) | `loras/h3` |\n\n## Custom nodes\nInstall with ComfyUI Manager → **Install Missing Custom Nodes**, then restart ([how-to](https://pixelailabs.com/blog/how-to-install-use-comfyui-manager-custom-nodes)):\n[ComfyUI-SAM3](https://github.com/PozzettiAndrea/ComfyUI-SAM3) · [ComfyUI_LayerStyle](https://github.com/chflame163/ComfyUI_LayerStyle) · [ComfyUI-Easy-Use](https://github.com/yolain/ComfyUI-Easy-Use) · [ComfyUI_essentials](https://github.com/cubiq/ComfyUI_essentials) · WAS Node Suite · [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) · [comfyui-art-venture](https://github.com/sipherxyz/comfyui-art-venture)\n\n## Part 1: Ghost mannequin (Flux 2 Klein)\nPaste your photo into **Load Image**. Settings: CFG 1 · 4 steps · euler · input 2 MP (4 MP for fine text).\nSAM 3 finds the `garment`, crops it, and *Image Size By Longer Side* makes the output square.\n\n**First Pass** (swap \"jacket\" for your garment; use `back-facing` for the back photo):\n```\nput the exact jacket from picture 1 in the center of the image and on a front-facing mannequin on a white background.\n```\n**Second Pass** (uses the first pass and your original photo as references):\n```\nremove the mannequin, keeping the garment's shape as a hollow ghost-mannequin product photo.\n```\nRun it twice, once for the front and once for the back. Results save as `front-garment_XXXXX.png`.\n\n## Part 2: 360 spin (MiniMax H3 reference-to-video)\nLoad the hollow **front** into the first Load Image (`<Picture 1>`) and the hollow **back** into the second (`<Picture 2>`).\nSettings: 1:1 · 90 frames (about 3.75 s at 24 fps) · 28 steps · euler / beta · Orbit LoRA at 1.0 (no turbo LoRA) · `ref_image_size: match`.\nDraft at **0.4 MP**, then final at **0.9 MP** in the Resolution Selector.\n\n**Prompt:**\n```\nsubject_definitions:\n<Subject 1> is the same person, object, or complete frozen arrangement shown in <Picture 1> and <Picture 2>. <Picture 1> defines the front-facing appearance and initial captured state. <Picture 2> defines the rear-facing appearance of that same subject in that same captured state. Both images describe one consistent subject, including its identity, geometry, proportions, materials, clothing, pose, and any accompanying objects.\n<Subject 2> is the seamless white background shown in <Picture 1>.\n<Picture 1> is the front-view reference and the composition anchor for the beginning and end of [Shot 1].\n<Picture 2> is the rear-view reference and the viewpoint anchor for the halfway point of the camera orbit in [Shot 1].\n\nsummary:\n[keyframe completion + reference generation] A single continuous shot captures <Subject 1> in one frozen instant against <Subject 2>. Only the camera moves, completing one full 360-degree orbit. The shot begins with the front view established by <Picture 1>, reveals the rear appearance established by <Picture 2> halfway through, and returns to the original front view at the end.\n\nretention_analysis:\n<Subject 1> (appears throughout [Shot 1]): fully_preserved - preserve the same identity, shape, proportions, pose, materials, clothing, and arrangement throughout. Use <Picture 1> for front-facing details and <Picture 2> for rear-facing details.\n<Subject 2> (appears throughout [Shot 1]): fully_preserved - retain the same seamless white background throughout.\n<Picture 1> ([Shot 1] opening and closing front-view anchor): fully_preserved - retain the referenced front appearance and opening composition when the camera returns to its starting viewpoint.\n<Picture 2> ([Shot 1] halfway rear-view anchor): fully_preserved - retain the referenced rear appearance when the camera reaches the opposite viewpoint.\n\ndetailed_description:\nThe video retains the natural appearance, materials, and lighting of the references, with the subject clearly visible against a seamless white background.\n\n[Shot 1] One frozen instant. Only the camera moves. In a continuous 360 orbit. Preserve every person and object in exactly the same white background, orientation, shape and pose throughout the shot. Airborne objects remain suspended at the captured height and angle: no wobbling, shaking, spinning, drifting, falling or continued action. Keep faces, hands, clothing, liquids and the background motionless while retaining their natural appearance. Camera parallax is the only source of apparent movement. No cuts, zoom, morphing or added objects.\n\nThe shot begins from the front-view composition established by <Picture 1>, showing <Subject 1> in its captured pose and arrangement against <Subject 2>. Preserve the visible identity, silhouette, proportions, surface details, colors, clothing, accessories, and positions of all existing elements. Treat <Picture 1> and <Picture 2> as complementary views of this one frozen subject.\n\nThe camera follows a smooth circular path around <Subject 1> at a constant height, radius, focal length, and angular speed. Keep the same orbit center and maintain consistent framing. The camera remains directed toward the subject throughout. Its travel reveals the front, one side, the back, the opposite side, and finally the front again.\n\nAt the halfway point, after 180 degrees of camera travel, the rear-facing appearance corresponds to <Picture 2>. Use that reference for the subject's actual back-facing geometry, rear silhouette, rear surfaces, clothing construction, and other visible rear details. These features belong to the same subject from the opening frame and become visible naturally as the camera travels.\n\nBetween the supplied viewpoints, maintain coherent three-dimensional geometry and continuous surface appearance. Every element keeps its fixed position and orientation in the scene. Changes in visible silhouette, overlap, perspective, and occlusion arise solely from the camera observing the frozen arrangement from successive angles. Preserve the captured spatial relationships among all people, objects, and suspended elements.\n\nComplete exactly one uninterrupted 360-degree orbit over the shot's full duration. The final view returns to the front appearance and composition established by <Picture 1>, with the same captured pose, arrangement, and framing. The scene remains silent throughout.\n\noverall_soundscape:\nSilence. No dialogue, ambience, or sound effects.\n\nnon_diegetic_music:\nN/A\n```\n\n## Tips\n- **Spin stops at 180°?** Keep the front as Picture 1 and the back as Picture 2, exactly as tagged in the prompt.\n- **Not square?** Check that *Image Size By Longer Side* feeds the latent and the scheduler. Try `clothing` as the SAM 3 prompt.\n- **Logo changed?** Raise the input to 4 MP and use the sharpest photo.\n\n---\n🌐 [pixelailabs.com](https://pixelailabs.com) · ▶️ [YouTube @BonnieAILab](https://www.youtube.com/@BonnieAILab) · 𝕏 [@pixelailabs](https://x.com/pixelailabs) · 📸 [@pixelai.labs](https://instagram.com/pixelai.labs) · [@bonnie.vargova](https://instagram.com/bonnie.vargova)\nMore free workflows: https://pixelailabs.com/comfyui-workflows\n"
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        "text": "# AI Ghost Mannequin + 360 Product Video (ComfyUI)\n\nBy **[PixelAI Labs](https://pixelailabs.com)** · Tutorial on **[Bonnie AI Lab (YouTube)](https://www.youtube.com/@BonnieAILab)** · [Step-by-step guide](https://pixelailabs.com/blog/ai-ghost-mannequin-comfyui-360-product-video)\n\nOne clothing photo → hollow ghost mannequin (Flux 2 Klein 9B + SAM 3) → 360° spin video (MiniMax H3 + 360 Orbit LoRA).\n\n> 🚀 **AI Influencer Pro:** build one consistent AI character, train her LoRA, make Krea 2 photos and H3 talking videos. Cloud or your own GPU.\n> 👉 [AI Influencer Pro 2026](https://pixelailabs.com/comfyui-workflows/krea2-minimax-h3-ultrarealistic-ai-influencer-pro)\n\n## Models\n| File | Folder |\n|---|---|\n| [flux-2-klein-9b-fp8.safetensors](https://huggingface.co/black-forest-labs/FLUX.2-klein-9b-fp8) | `diffusion_models` |\n| [qwen_3_8b_fp8mixed.safetensors](https://huggingface.co/Comfy-Org/flux2-klein-9B/resolve/main/split_files/text_encoders/qwen_3_8b_fp8mixed.safetensors) | `text_encoders` |\n| [flux2-vae.safetensors](https://huggingface.co/Comfy-Org/flux2-dev/resolve/main/split_files/vae/flux2-vae.safetensors) | `vae` |\n| `sam3.pt` (SAM 3) | `models/sam3` |\n| [minimax_h3_hybrid_fl2va_ref2va_b15-49-int8.safetensors](https://huggingface.co/smhfacct/Minimax-H3-fl2va-ref2va-hybrid-models) | `diffusion_models` |\n| [qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/text_encoders/qwen3vl_32b_minimax_h3_nvfp4_awq.safetensors) | `text_encoders` |\n| [minimax_h3_video_vae_int8_convrot.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_video_vae_int8_convrot.safetensors) | `vae` |\n| [minimax_h3_audio_vae_fp32.safetensors](https://huggingface.co/Comfy-Org/MiniMax-H3/resolve/main/vae/minimax_h3_audio_vae_fp32.safetensors) | `vae` |\n| [minimax_h3_flf2v_lora_v1.safetensors](https://huggingface.co/pablodawson/MiniMax-H3-360-Orbit-LoRA) (360 Orbit LoRA by Pablo Dawson) | `loras/h3` |\n\n## Custom nodes\nInstall with ComfyUI Manager → **Install Missing Custom Nodes**, then restart ([how-to](https://pixelailabs.com/blog/how-to-install-use-comfyui-manager-custom-nodes)):\n[ComfyUI-SAM3](https://github.com/PozzettiAndrea/ComfyUI-SAM3) · [ComfyUI_LayerStyle](https://github.com/chflame163/ComfyUI_LayerStyle) · [ComfyUI-Easy-Use](https://github.com/yolain/ComfyUI-Easy-Use) · [ComfyUI_essentials](https://github.com/cubiq/ComfyUI_essentials) · WAS Node Suite · [rgthree-comfy](https://github.com/rgthree/rgthree-comfy) · [comfyui-art-venture](https://github.com/sipherxyz/comfyui-art-venture)\n\n## Part 1: Ghost mannequin (Flux 2 Klein)\nPaste your photo into **Load Image**. Settings: CFG 1 · 4 steps · euler · input 2 MP (4 MP for fine text).\nSAM 3 finds the `garment`, crops it, and *Image Size By Longer Side* makes the output square.\n\n**First Pass** (swap \"jacket\" for your garment; use `back-facing` for the back photo):\n```\nput the exact jacket from picture 1 in the center of the image and on a front-facing mannequin on a white background.\n```\n**Second Pass** (uses the first pass and your original photo as references):\n```\nremove the mannequin, keeping the garment's shape as a hollow ghost-mannequin product photo.\n```\nRun it twice, once for the front and once for the back. Results save as `front-garment_XXXXX.png`.\n\n## Part 2: 360 spin (MiniMax H3 reference-to-video)\nLoad the hollow **front** into the first Load Image (`<Picture 1>`) and the hollow **back** into the second (`<Picture 2>`).\nSettings: 1:1 · 90 frames (about 3.75 s at 24 fps) · 28 steps · euler / beta · Orbit LoRA at 1.0 (no turbo LoRA) · `ref_image_size: match`.\nDraft at **0.4 MP**, then final at **0.9 MP** in the Resolution Selector.\n\n**Prompt:**\n```\nsubject_definitions:\n<Subject 1> is the same person, object, or complete frozen arrangement shown in <Picture 1> and <Picture 2>. <Picture 1> defines the front-facing appearance and initial captured state. <Picture 2> defines the rear-facing appearance of that same subject in that same captured state. Both images describe one consistent subject, including its identity, geometry, proportions, materials, clothing, pose, and any accompanying objects.\n<Subject 2> is the seamless white background shown in <Picture 1>.\n<Picture 1> is the front-view reference and the composition anchor for the beginning and end of [Shot 1].\n<Picture 2> is the rear-view reference and the viewpoint anchor for the halfway point of the camera orbit in [Shot 1].\n\nsummary:\n[keyframe completion + reference generation] A single continuous shot captures <Subject 1> in one frozen instant against <Subject 2>. Only the camera moves, completing one full 360-degree orbit. The shot begins with the front view established by <Picture 1>, reveals the rear appearance established by <Picture 2> halfway through, and returns to the original front view at the end.\n\nretention_analysis:\n<Subject 1> (appears throughout [Shot 1]): fully_preserved - preserve the same identity, shape, proportions, pose, materials, clothing, and arrangement throughout. Use <Picture 1> for front-facing details and <Picture 2> for rear-facing details.\n<Subject 2> (appears throughout [Shot 1]): fully_preserved - retain the same seamless white background throughout.\n<Picture 1> ([Shot 1] opening and closing front-view anchor): fully_preserved - retain the referenced front appearance and opening composition when the camera returns to its starting viewpoint.\n<Picture 2> ([Shot 1] halfway rear-view anchor): fully_preserved - retain the referenced rear appearance when the camera reaches the opposite viewpoint.\n\ndetailed_description:\nThe video retains the natural appearance, materials, and lighting of the references, with the subject clearly visible against a seamless white background.\n\n[Shot 1] One frozen instant. Only the camera moves. In a continuous 360 orbit. Preserve every person and object in exactly the same white background, orientation, shape and pose throughout the shot. Airborne objects remain suspended at the captured height and angle: no wobbling, shaking, spinning, drifting, falling or continued action. Keep faces, hands, clothing, liquids and the background motionless while retaining their natural appearance. Camera parallax is the only source of apparent movement. No cuts, zoom, morphing or added objects.\n\nThe shot begins from the front-view composition established by <Picture 1>, showing <Subject 1> in its captured pose and arrangement against <Subject 2>. Preserve the visible identity, silhouette, proportions, surface details, colors, clothing, accessories, and positions of all existing elements. Treat <Picture 1> and <Picture 2> as complementary views of this one frozen subject.\n\nThe camera follows a smooth circular path around <Subject 1> at a constant height, radius, focal length, and angular speed. Keep the same orbit center and maintain consistent framing. The camera remains directed toward the subject throughout. Its travel reveals the front, one side, the back, the opposite side, and finally the front again.\n\nAt the halfway point, after 180 degrees of camera travel, the rear-facing appearance corresponds to <Picture 2>. Use that reference for the subject's actual back-facing geometry, rear silhouette, rear surfaces, clothing construction, and other visible rear details. These features belong to the same subject from the opening frame and become visible naturally as the camera travels.\n\nBetween the supplied viewpoints, maintain coherent three-dimensional geometry and continuous surface appearance. Every element keeps its fixed position and orientation in the scene. Changes in visible silhouette, overlap, perspective, and occlusion arise solely from the camera observing the frozen arrangement from successive angles. Preserve the captured spatial relationships among all people, objects, and suspended elements.\n\nComplete exactly one uninterrupted 360-degree orbit over the shot's full duration. The final view returns to the front appearance and composition established by <Picture 1>, with the same captured pose, arrangement, and framing. The scene remains silent throughout.\n\noverall_soundscape:\nSilence. No dialogue, ambience, or sound effects.\n\nnon_diegetic_music:\nN/A\n```\n\n## Tips\n- **Spin stops at 180°?** Keep the front as Picture 1 and the back as Picture 2, exactly as tagged in the prompt.\n- **Not square?** Check that *Image Size By Longer Side* feeds the latent and the scheduler. Try `clothing` as the SAM 3 prompt.\n- **Logo changed?** Raise the input to 4 MP and use the sharpest photo.\n\n---\n🌐 [pixelailabs.com](https://pixelailabs.com) · ▶️ [YouTube @BonnieAILab](https://www.youtube.com/@BonnieAILab) · 𝕏 [@pixelailabs](https://x.com/pixelailabs) · 📸 [@pixelai.labs](https://instagram.com/pixelai.labs) · [@bonnie.vargova](https://instagram.com/bonnie.vargova)\nMore free workflows: https://pixelailabs.com/comfyui-workflows\n"
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