Base Model Compatibility:

• Black Forest Labs - Flux (flux-dev or flux-schnell)

• Designed to work seamlessly with Transformer-based image generation pipelines

📸 Inspiration: Lençóis Maranhenses, Brazil

The Lençóis Maranhenses is a stunning natural landscape located in the northeastern Brazilian state of Maranhão . It features vast stretches of white sand dunes , interspersed with turquoise lagoons that form during the rainy season. The region is known for its surreal beauty, dramatic skies, and the interplay between desert-like dunes and freshwater pools.

This LoRA model captures the essence of this unique environment, enabling Flux to generate highly realistic and atmospheric images reminiscent of this iconic ecosystem.

🖼️ Visual Style & Key Themes

The LoRA model specializes in generating:

• Sweeping desert landscapes with soft, undulating white sand dunes

• Clear turquoise lagoons reflecting sky and surrounding sands

• Golden-hour lighting casting long shadows across the terrain

• Dramatic aerial perspectives , mimicking drone photography

• Sparse human presence , such as travelers walking through dunes

• Minimalist compositions emphasizing texture, color contrast, and natural geometry

🧠 Training Details

Training Dataset

Curated high-resolution photos of Lençóis Maranhenses in various lighting and weather conditions

Image Resolution

1024x1024 pixels (standard for Flux training)

Dataset Size

~500–1000 high-quality images including close-ups, wide-angle views, and aerial shots

Training Epochs

30–50

LoRA Rank (α)

64 (adjustable depending on desired influence strength)

Adaptation Type

Linear LoRA applied to key attention layers in the Transformer backbone

Recommended Aspect Ratios

1:1, 4:5, 16:9

💬 Prompt Suggestions

Here are some example prompts you can use with Flux and this LoRA model:

🌅 Prompt Example 1:

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A vast desert of white sand dunes under a golden sunset, with a turquoise lagoon reflecting the sky, soft shadows, ultra-detailed, photorealistic, wide-angle view --ar 16:9

👣 Prompt Example 2:

plaintext

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A lone traveler walking over the smooth curves of white sand dunes, surrounded by shimmering blue lagoons, early morning light, cinematic composition, hyperrealistic --ar 3:4

🚁 Prompt Example 3:

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Aerial view of a surreal landscape with white dunes and turquoise pools, abstract patterns formed by nature, soft sunlight, high resolution, drone-style photo --ar 1:1

✅ Tip: Include keywords like lençois maranhenses, brazilian dunes, white sand lagoons, or desert oasis in your prompt to better activate the LoRA’s learned style.

🛠️ Recommended Generation Settings

Guidance Scale

3.5–7.0

Sampling Steps

25–50

Sampler

Euler or DPM++ 2M Karras

Negative Prompt

low quality, cartoonish, unrealistic proportions, noise, deformed features, text, watermark

🧩 How to Use with Flux

If you're using a compatible interface (like ComfyUI, InvokeAI, or custom code), simply load the .safetensors file and inject it into the Flux model during inference.

Example in Python (with diffusers and peft):

python

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from diffusers import FluxPipeline

from peft import PeftModel

# Load base Flux model

pipe = FluxPipeline.from_pretrained("black-forest-labs/flux-dev")

# Inject LoRA weights

pipe.transformer = PeftModel.from_pretrained(pipe.transformer, "path/to/lora_lensois_maranhenses_flux")

# Generate an image

image = pipe(

prompt="A serene lagoon in the middle of white sand dunes",

guidance_scale=5.0,

num_inference_steps=30

).images[0]

🌐 Licensing & Attribution (Optional)

If sharing publicly, consider adding:

This LoRA was trained with inspiration from Lençóis Maranhenses, a Brazilian national park famous for its shifting dunes and seasonal lagoons. All credit goes to the natural beauty and photographs used in training.

✅ Final Summary

The "Lençóis Maranhenses" LoRA for Flux enhances the base model’s capabilities to generate stunning, photorealistic depictions of one of Earth’s most surreal landscapes. With its focus on texture, color harmony, and environmental atmosphere, this LoRA brings the magic of Brazil’s desert paradise directly into your AI-generated visuals.