| | --- |
| | tags: |
| | - text-to-image |
| | - lora |
| | - diffusers |
| | - template:diffusion-lora |
| | - realism |
| | - portrait |
| | widget: |
| | - text: >- |
| | 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. |
| | output: |
| | url: images/1.png |
| | - text: >- |
| | 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 |
| | output: |
| | url: images/2.png |
| | - text: >- |
| | 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. |
| | output: |
| | url: images/3.png |
| | - text: >- |
| | 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. |
| | output: |
| | url: images/4.png |
| | - text: >- |
| | 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. |
| | output: |
| | url: images/5.png |
| | - text: >- |
| | 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. |
| | output: |
| | url: images/6.png |
| | base_model: |
| | - prithivMLmods/Flux.1-Merged |
| | instance_prompt: b1 portrait |
| | license: other |
| | license_name: flux-1-dev-non-commercial-license |
| | license_link: https://huggingface.co/black-forest-labs/FLUX.1-dev/blob/main/LICENSE.md |
| | new_version: strangerzonehf/Blaze.1-Portrait-Revised |
| | --- |
| |  |
| |
|
| | <Gallery /> |
| |
|
| | |
| |
|
| | # **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* | *<span style="color:orangered">30 & 38,000</span>*| |
| | | *Epoch* | *<span style="color:orangered">45</span>* | 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: *<span style="color:orangered">8 hours 14 minutes</span>* |
| |
|
| | # **Trigger Words** |
| |
|
| | To generate images using Blaze.1 Portrait, utilize the trigger phrase: |
| |
|
| | - *<span style="color:orangered">b1 portrait</span>* |
| | |
| | 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](/strangerzonehf/Blaze.1-Portrait/tree/main) |
| |
|
| |
|
| | ```bibtex |
| | @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} |
| | ``` |
