AI Driven CAD-to-Render Workflow

AI Driven CAD-to-Render Workflow

AI Driven CAD-to-Render Workflow

ComfyUI / ControlNet / Rhino 3D / Nano Banana

ComfyUI / ControlNet / Rhino 3D / Nano Banana

ComfyUI / ControlNet / Rhino 3D / Nano Banana

This experimental project explores the potential of Custom LoRA (Low-Rank Adaptation) training to merge distinct physical design languages. The goal was to bypass traditional modeling bottlenecks and rapidly visualize "hybrid" product concepts by training Stable Diffusion on specific real-world artifacts.

This experimental project explores the potential of Custom LoRA (Low-Rank Adaptation) training to merge distinct physical design languages. The goal was to bypass traditional modeling bottlenecks and rapidly visualize "hybrid" product concepts by training Stable Diffusion on specific real-world artifacts.

This experimental project explores the potential of Custom LoRA (Low-Rank Adaptation) training to merge distinct physical design languages. The goal was to bypass traditional modeling bottlenecks and rapidly visualize "hybrid" product concepts by training Stable Diffusion on specific real-world artifacts.

Workflow：

Workflow：

Workflow：

A ComfyUI network combining SDXL, ControlNet Depth, and IP-Adapter to transform low-poly CAD inputs into photorealistic product visualizations with high stylistic fidelity.

A ComfyUI network combining SDXL, ControlNet Depth, and IP-Adapter to transform low-poly CAD inputs into photorealistic product visualizations with high stylistic fidelity.

A ComfyUI network combining SDXL, ControlNet Depth, and IP-Adapter to transform low-poly CAD inputs into photorealistic product visualizations with high stylistic fidelity.

AI-Driven Concept Blending

Stable Diffusion / LoRA Training / Rapid Prototyping

A study on training Custom LoRAs to synthesize conflicting material properties.

This experimental project explores the potential of Custom LoRA (Low-Rank Adaptation) training to merge distinct physical design languages. The goal was to bypass traditional modeling bottlenecks and rapidly visualize "hybrid" product concepts by training Stable Diffusion on specific real-world artifacts.

Something Fun

C4D & Motion Graphic

Motion Graphic: frame-by-frame animation

Character Design & Scene Design

Branding & Campaign

Branding. Contractor for AIUX Chengdu

Animation used for on-site sales showroom, to show business process visualization for enterprises, and Company showreel.