Flux-Kontext-Ultimate-LoRA

The Flux-Kontext-Ultimate-LoRA collection is an advanced suite of LoRA adapters built upon black-forest-lab’s FLUX.1-Kontext-dev, designed to enhance and transform visual content through perspective adaptation, cinematic lighting, artistic re-interpretation, and photo restoration. Each adapter focuses on a specific transformation mode, ensuring natural realism, consistent lighting, and contextual fidelity across diverse visual tasks. This collection represents a comprehensive visual transformation toolkit — ideal for creators, researchers, and visual artists seeking high-quality scene manipulation, enhancement, and stylistic generation.

Included Adapters

1. Kontext-Top-Down-View

Transforms a scene into a top-down perspective, maintaining accurate geometry, lighting consistency, and spatial realism. Training Data: 800 image pairs (400 start, 400 end)

2. Kontext-Bottom-Up-View

Generates a bottom-up camera perspective, preserving depth, scale, and lighting direction. Adjusts sky or ground naturally to match the new angle for authentic realism. Training Data: 800 image pairs (400 start, 400 end)

3. Kontext-CAM-Left-View

Renders a left-side viewpoint with consistent lighting, proportions, and textures, revealing previously unseen left-side details of the scene. Training Data: 800 image pairs (400 start, 400 end)

4. Kontext-CAM-Right-View

Produces a right-side perspective, preserving natural lighting, accurate geometry, and realistic texture mapping. Maintains environmental balance and tone. Training Data: 800 image pairs (400 start, 400 end)

5. Kontext-Image-Upscale

Upscales low-resolution images to 4K quality, improving sharpness, clarity, and fine detail while removing noise, blur, and compression artifacts. Training Data: 1,000 image pairs (500 start, 500 end)

6. Kontext-Scene-Artistic

Reinterprets a scene with creative and artistic framing, combining cinematic composition, surreal angles, and stylized lighting while preserving coherence. Training Data: 700 image pairs (350 start, 350 end)

7. FLUX.1-Kontext-Cinematic-Relighting

Applies cinematic relighting and mood adaptation, enhancing contrast, light direction, and color tone to achieve dramatic, film-grade results while maintaining realism and spatial accuracy. Training Data: 1,200 image pairs (600 start, 600 end)

8. Monochrome-Pencil-i2i

Transforms images into hand-drawn pencil-style monochrome sketches while preserving edges, contours, and lighting depth for realistic sketch interpretations. Training Data: 600 image pairs (300 start, 300 end)

9. Photo-Restore-i2i

Restores damaged or aged photographs, repairing scratches, fading, and color degradation while preserving authentic details and natural color balance. Training Data: 900 image pairs (450 start, 450 end)

10. PhotoCleanser-i2i

Removes unwanted objects, marks, or watermarks while preserving background details, lighting consistency, and texture continuity for seamless image cleanup. Training Data: 700 image pairs (350 start, 350 end)

11. Polaroid-Warm-i2i

Applies a vintage polaroid-style color tone, enriching images with warm hues, soft contrast, and nostalgic lighting aesthetics while maintaining clarity and detail. Training Data: 500 image pairs (250 start, 250 end)

Example Trigger Prompts

Top-Down View

[photo content], recreate the scene from a top-down perspective. Maintain all visual proportions, lighting consistency, and realistic spatial relationships.

Bottom-Up View

[photo content], recreate the scene from a bottom-up perspective. Preserve accurate depth, scale, and lighting direction to enhance realism.

Left/Right View

[photo content], render the image from the left/right perspective, maintaining realistic lighting, proportions, and environmental continuity.

Cinematic Relighting

[photo content], apply cinematic lighting with dynamic shadows and warm contrast for a film-like dramatic tone.

Artistic Scene

[photo content], reinterpret the scene with creative composition, surreal lighting, or cinematic framing while keeping it realistic.

Monochrome Pencil

[photo content], convert the scene into a detailed pencil sketch while maintaining lighting depth and edge definition.

Photo Restore

[photo content], restore and enhance the image by repairing any damage, fading, or discoloration.

Photo Cleanser

[photo content], remove unwanted objects or marks while keeping the lighting, texture, and background natural.

Polaroid Warm

[photo content], apply a nostalgic polaroid tone with warm highlights and soft color transitions.

Technical Information

• Base Model: FLUX.1-Kontext-dev (by Black Forest Labs)
• Adapter Format: .safetensors
• Adapter Size: 613 MB each
• Optimization Goals: Realism, lighting consistency, geometric fidelity, and creative flexibility
• Framework Compatibility: Compatible with LoRA-supported diffusion backends and context adapters