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Livingclothes-H3-Full-BF16-Epoch09-Best-HeldOut.safetensors(QQQQ4413).safetensors
296 MB · SafeTensor · bf16
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<living-clothes-h3>
About This Model
MINIMAX H3 · LoRAs
Created by
qqqq4413
on Civitai
by qqqq4413 - [Invisible person / Living clothes] MiniMax H3
Creator notes
This is a free LoRA, please don't use it for commercial stuff or other profit-making schemes. Invisible/Livingclothes - MiniMax H3 LoRA - Full BF16 + Pruned INT8 Model Purpose Invisible/Livingclothes is a Rank-32 BF16 concept LoRA trained for MiniMax H3 FL2VA. It is designed to improve the depiction of clothing supported and animated by a completely invisible wearer: garments retain believable human volume, posture, folds, inertia, and continuous motion while the wearer remains invisible. Please note that this is a pretrained preview release. Some parts of the dataset have not yet been fully captioned, so this version is intended for prerelease testing only. A formal version will be published after the annotation progress and status have been documented in detail. The current release candidates contain two independently trained branches: - MiniMax H3 official Full non-pruned BF16 - MiniMax H3 Pruned INT8 ConvRot Both branches use the same data split and training objective, but they use different base models. The LoRAs cannot be loaded interchangeably. Do not load the Full LoRA into the Pruned base model, and do not load the Pruned LoRA into the Full base model. For controlled comparisons, load only one version at a time. This is an FL2VA concept LoRA supporting T2V and I2V. It is not a paired Ref2VA R2V person-removal model. Which Version Should I Download? BF16 or INT8 non-pruned Diffusion model: minimax_h3_fl2va_bf16/int8.safetensors Initial release file: Livingclothes-H3-Full-BF16-Epoch09-Best-HeldOut.safetensors Pruned INT8 Diffusion model: minimax_h3_fl2va_pruned_int8_convrot.safetensors Initial release file: Livingclothes-H3-Pruned-INT8-Epoch08-Best-HeldOut.safetensors MiniMax H3 Strength Settings - LoRA strength: 0.6-0.9. We recommend starting with 0.7, then comparing 0.6 / 0.8. MiniMax H3 Prompt Example Default trigger words: living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. A fixed trigger word is not mandatory. The training set contains 695 explicit empty prompts, but during inference it is still recommended to clearly describe the garment, the invisible wearer, the motion rhythm, temporal changes, and camera constraints. T2V Example integrated_multimodal_description: High-quality video, 4K resolution. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. Outdoors beneath a vivid blue sky with leafy trees and distant buildings, a light blue living jacket fills out around an invisible body that poses for a selfie. The garment clings to the phantom torso and limbs with natural tension across the zipped front and raised sleeve, while the hood drapes over the unseen head and frames a beige sun mask and perched wire-rimmed glasses that suggest a direct gaze toward the viewer. Fabric folds pull and stretch in response to the invisible figure's subtle movements, the right sleeve drooping open as if an invisible hand has just slipped free, creating an intimate, playful tension between the animated garment and the hidden presence inside. The jacket's nylon shell rustles with phantom movement, the hood arching slightly as the invisible owner holds a confident, theatrical stance, blending everyday urban surroundings with this uncanny display of the living clothes guiding the posture against the breeze. overall_soundscape: fabric moving, background sound non_diegetic_music: N/A The current workflow does not use a separate negative prompt. Write exclusions directly in the main prompt: An outfit supported by a completely invisible wearer, behaving as living clothes, preserving realistic garment volume, folds and continuous motion in the scene. No abrupt cuts. No flicker. No extra subjects. No text, logo, or watermark. Known Limitations - This LoRA is a test version and training is not yet complete. It generally performs well in typical SFW scenes, but its performance in NSFW scenes is limited. - Under certain conditions, especially with clothing or fabrics that have complex textures, image quality may degrade noticeably when LoRA strength is greater than 0.7. - It is incompatible with some existing well-known NSFW LoRAs. Combining them may reverse the intended Invisible/Livingclothes effect. Training Data Both branches use the same frozen split: - Valid unique media: 5,578 - Training media: 5,528 - Held-out: 50 - Training images: 5,208 - Silent training videos: 320 - Intentional empty prompts: 695 Shared Training Configuration - LoRA rank: 32 - LoRA save precision: BF16 - Optimizer: AdamW Optimi - Learning rate: 1e-4 - Steps per epoch: 967 - Image / video micro-batch: 8 / 1 - Activation checkpointing: Unsloth - MiniMax H3 shift: image 1, video 12 - The LoRA is saved after every complete epoch, followed by separate held-out evaluations for images and silent videos.
Trigger words
living clothes
magic clothes
livingclothes
invisible
630 downloads · 57 likes on Civitai
SHA256
0D019C4A4891D4F77949F7E044E4D2722A0C48EFDDD4F627EB595BC2B604AFBB
ModelTrends.ai Model ID
#26920
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Example renders
Prompts and settings shared by the people who made these renders on Civitai. Pick a render to see how it was made.
Settings
Seed
545495902707850
Size
1792x1184
Prompt
integrated_multimodal_description: High-quality video, 4K resolution. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. Outdoors beneath a vivid blue sky, with leafy trees and distant buildings in the background, a light-blue living jacket fills out around an invisible body posing for a selfie. The garment clings to the phantom torso and limbs, with natural tension across the zipped front and raised sleeve. The hood drapes over the unseen head, framing a beige sun mask and perched wire-rimmed glasses that suggest a direct gaze toward the viewer. Fabric folds pull and stretch in response to the invisible figure’s subtle movements. The right sleeve droops open as if an invisible hand has just slipped free, creating an intimate, playful tension between the animated garment and the hidden presence inside. The jacket’s nylon shell rustles with phantom movement as the hood arches slightly, suggesting that the invisible wearer is holding a confident, theatrical stance. The scene blends an everyday urban setting with the uncanny spectacle of living clothes guiding their wearer’s posture in the breeze. overall_soundscape: the sound of fabric moving non_diegetic_music: N/A
Settings
Seed
843585780049539
Size
1792x1184
Prompt
integrated_multimodal_description: High-quality video, 4K resolution. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. In a gym filled with dumbbells, weight-training equipment, and a large mirror, an invisible man wearing a white athletic quick-dry T-shirt and white gym shorts stands with a slight bulge at the crotch. The clothes appear to envelop a muscular, masculine body like living clothes. The outfit clings tightly to the torso and limbs, with natural tension across the zipper and raised sleeves. Above the collar is the invisible head, suggesting that he is looking straight ahead while performing the exercise. He performs dumbbell curls: the invisible left hand appears to grip a dumbbell, lifting it upward from a lowered position before bringing it back down, followed by the invisible right hand. The living clothes puff out the chest and adopt a strong, masculine stance. Fabric folds stretch in response to the invisible figure’s subtle movements, creating a ghostlike sense of motion as the unseen wearer maintains a confident, powerful posture, blending the gym setting with this magical display of living clothes. overall_soundscape: male exertion sounds, rhythmic grunts matching the pace of the exercise, and the rustling and friction of moving fabric non_diegetic_music: N/A
Settings
Seed
145523790868373
Size
896x1184
Prompt
integrated_multimodal_description: High-quality video, 4K resolution. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. A light blue, off-shoulder ball gown with puffed sleeves floats on a stage, shaped by an invisible princess. The gown, adorned with a tiara hovering above, flows elegantly as she walks down illuminated steps. Long white gloves extend from the sleeves, swaying gently with each step. The skirt flares out, revealing subtle pleats, as she descends with a graceful posture, one hand lifting the hem slightly. The camera follows from a frontal angle, capturing the gown's motion against a heart-shaped backdrop with warm lights and draped curtains. non_diegetic_music: N/A
Settings
Seed
704150291384019
Size
1792x1184
Prompt
integrated_multimodal_description: Early-2000s camera footage, low-resolution image quality, overexposed and blurry, realistic style. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. Outdoors beneath a vivid blue sky, with leafy green trees and high-rise buildings in the distance, a sexy white-and-pink women’s living cycling racing suit contours the body of an invisible woman. She is riding a mountain bike that has just come to a stop. Her invisible left hand appears to be gripping the handlebar through the open sleeve, while the living clothes puff out her chest in a selfie pose. The outfit clings tightly to the torso and limbs, with natural tension across the front zipper and raised sleeve. Above the collar is the invisible head, suggesting that she is looking directly at the viewer. The fabric folds stretch in response to the invisible figure’s subtle movements. The right sleeve hangs open as if an invisible hand has just slipped free, creating an intimate and playful tension between the animated clothing and the hidden presence inside. The garment moves like a ghost as its invisible wearer maintains a confident, theatrical pose, blending the everyday urban surroundings with this magical display of living clothes guiding the posture against the breeze. overall_soundscape: the sound of fabric moving, a gentle breeze non_diegetic_music: N/A
Settings
Seed
843585780049539
Size
896x1184
Prompt
integrated_multimodal_description: High-quality video, 4K resolution. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. In a gym filled with dumbbells, weight-training equipment, and a large mirror, an invisible man wearing a white athletic quick-dry T-shirt and white gym shorts stands with a slight bulge at the crotch. The clothes appear to envelop a muscular, masculine body like living clothes. The outfit clings tightly to the torso and limbs, with natural tension across the zipper and raised sleeves. Above the collar is the invisible head, suggesting that he is looking straight ahead while performing the exercise. He performs dumbbell curls: the invisible left hand appears to grip a dumbbell, lifting it upward from a lowered position before bringing it back down, followed by the invisible right hand. The living clothes puff out the chest and adopt a strong, masculine stance. Fabric folds stretch in response to the invisible figure’s subtle movements, creating a ghostlike sense of motion as the unseen wearer maintains a confident, powerful posture, blending the gym setting with this magical display of living clothes. overall_soundscape: male exertion sounds, rhythmic grunts matching the pace of the exercise, and the rustling and friction of moving fabric non_diegetic_music: N/A
Settings
Seed
704150291384019
Size
896x1184
Prompt
integrated_multimodal_description: Early-2000s camera footage, low-resolution image quality, overexposed and blurry, realistic style. invisible, living cloth, living clothes, magic clothes, magic cloth, livingcloth, livingclothes. Outdoors beneath a vivid blue sky, with leafy green trees and high-rise buildings in the distance, a sexy white-and-pink women’s living cycling racing suit contours the body of an invisible woman. She is riding a mountain bike that has just come to a stop. Her invisible left hand appears to be gripping the handlebar through the open sleeve, while the living clothes puff out her chest in a selfie pose. The outfit clings tightly to the torso and limbs, with natural tension across the front zipper and raised sleeve. Above the collar is the invisible head, suggesting that she is looking directly at the viewer. The fabric folds stretch in response to the invisible figure’s subtle movements. The right sleeve hangs open as if an invisible hand has just slipped free, creating an intimate and playful tension between the animated clothing and the hidden presence inside. The garment moves like a ghost as its invisible wearer maintains a confident, theatrical pose, blending the everyday urban surroundings with this magical display of living clothes guiding the posture against the breeze. overall_soundscape: the sound of fabric moving, a gentle breeze non_diegetic_music: N/A
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living clothes h3 is a LoRA for the MiniMax H3 family listed on ModelTrends.ai, a read-only catalog of open source AI image, video and text models. Compare it with other MiniMax H3 models, check its heat score to see how it is trending, and open it on PirateDiffusion or BitVector to try it.
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