strangerzonehf/Blaze.1-Portrait

Prompt

b1 portrait, Captured at eye-level, a close-up shot captures a young man with curly black hair, wearing a red and navy blue jacket with a white stripe down the front. His jacket is adorned with a black collar and a white logo with a blue letter "F" in the center. Behind him, a young woman in a navy blue and red tank top, also wearing a white hat, is seated on the beach. The background is a sandy beach, with a clear blue sky dotted with white fluffy clouds.

Prompt

b1 portrait, A close-up shot of a young Asian woman with brown hair and blue eyes. She is wearing a purple polo shirt with a collar. Her hair is pulled back in a ponytail. Her eyes are blue and her lips are pink. The background is blurred, but it appears to be a grassy field. The sky is gray

Prompt

b1 portrait, a young Asian girl with short dark brown hair, wearing a red and green sun hat. She is wearing a blue sleeveless shirt with a yellow stripe down the center of the shirt. The shirt has a blue collar with a black button on it. The girls lips are painted pink. The backdrop is a light blue with white daisy prints on it, adding a pop of color to the scene.

Prompt

b1 portrait, a close-up shot captures a young womans face, adorned with a green beanie and a beige cardigan. She is wearing a pair of gold rimmed glasses with a white label that reads "QDUROY" in bold black letters. Her eyes are a piercing blue, her eyebrows are a darker shade of brown, and her lips are a lighter pink. Her hair is a dark brown, adding a pop of color to her face. The background is a stark white, creating a stark contrast to her outfit.

Prompt

b1 portrait, Captured at eye-level, a close-up shot of a young woman with long brown hair, wearing a white cap, a white shirt, and a red jacket with black buttons. Her hair is styled in two braids, adding a touch of texture to her face. Her eyes are a piercing blue, and her eyebrows are a darker shade of brown. The background is a light brown, and the womans hair is cascading over her shoulders.

Prompt

b1 portrait, a close-up shot of a womans face is angled towards the left side of the frame. The womans eyes are painted in a vibrant shade of yellow, green, and brown, while her lips are painted with white teeth. She is wearing a pair of gold hoop earrings, adding a pop of color to her face. The background is a light blue, and the womans hair is pulled back in a ponytail.

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Blaze.1 Portrait Image Fidelity [ Base Flux.1 Merged ]

Blaze.1 Portrait is a flux-based adapter designed to generate high-quality, realism-driven super-portraits. This advanced model underwent rigorous training using a diverse set of images to ensure exceptional output in portrait generation. With 72 variations and a total of 1080 images per variation, the training process involved meticulous curation and processing of 14-bit raw Camera Uncompressed Format (CUF) images. For comprehensive insights, refer to the detailed documentation on training procedures, data curation, and parameter optimization.

Image Processing Parameters

Parameter	Value	Parameter	Value
LR Scheduler	Constant	Noise Offset	0.03
Optimizer	AdamW	Multires Noise Discount	0.1
Network Dim	64	Multires Noise Iterations	10
Network Alpha	32	Repeat & Steps	30 & 38,000
Epoch	45	Save Every N Epochs	1

The model was trained with an overall image count of 1080 images, repeated across variations to create a total dataset of 1100 repetition per image.

Training was conducted for 4 epochs per set, resulting in a cumulative total of 38,000 steps, with the image labeler Florence2-en (natural language & English).

Dataset Details

The dataset consists of highly realistic images, meticulously curated for optimal model performance. Smaller adapter versions were initially trained on batches, and high-resolution images were later generated from these adapters for further training.

Pre-training upscaling techniques were employed to enhance pixel clarity, ensuring superior image fidelity during model inference.

Image compression details:

• Minimum compression: 1.4 MB
• Maximum compression: 10.1 MB
• Average compression: 3.2 MB

Training Infrastructure

Blaze.1 Portrait was trained using state-of-the-art hardware:

• GPU Configuration: NVIDIA A100 SXM (2x)
• vCPU: 32 cores
• VRAM: 160 GB
• RAM: 250 GB
• Disk Space: 400 GB
• Network Memory: High-speed interconnects for efficient data transfer

Training Runtime

Total machine runtime: 8 hours 14 minutes

Trigger Words

To generate images using Blaze.1 Portrait, utilize the trigger phrase:

• b1 portrait

Incorporating this trigger in your prompts ensures optimal model performance and high-quality portrait generation.

Download Model

Weights for Blaze.1 Portrait are available in Safetensors format. You can download them from the Files & Versions tab using the link below:

Download Blaze.1 Portrait Weights

@misc{strangerzonehf2024blaze1,
    title={Blaze.1 Portrait: High-Quality Realism-Driven Portrait Generation with Flux-Based LoRA Adapter}, 
    author={StrangerzoneHF},
    year={2024},
    note={public model repository on Hugging Face},
    url={https://huggingface.co/strangerzonehf/Blaze.1-Portrait},
    model_trainer={@prithivMLmods},
    dataset_curator={@prithivMLmods}