PUMPG - MidJourney Prompt Generator vs Drag Your GAN

PUMPG is a free Midjourney prompt builder that turns dropdown selections and text fields into copy-ready prompts with the right parameters attached. You describe your main idea, pick model version, aspect ratio, stylize, chaos, and style filters, then copy the assembled string into Discord or the Midjourney web app.

Writing Midjourney prompts from memory means constantly looking up which versions accept --sref or what chaos values do. PUMPG lays out every parameter with tooltips and adds browsable style filters across architecture, art, characters, nature, and photography categories, so you build prompts visually instead of memorizing syntax.

PUMPG fits Midjourney users who want faster iteration without re-reading the docs for every flag. Advanced settings cover style references, character references, seed, speed, quality, stop, repeat, tile, and video output. A free login is required to continue using the tool.

Drag Your GAN lets you reshape a generated image by dragging handle points to target spots on the canvas. Instead of training on labeled pose data or 3D priors, DragGAN moves pixels inside a pretrained GAN's image manifold so edits stay photorealistic even when occluded regions get hallucinated. The project page hosts the SIGGRAPH 2023 paper, demo clips, and links to open source code.

Most GAN editors rely on fixed training annotations or 3D meshes, which limits what you can deform. DragGAN pairs feature-based motion supervision with discriminative point tracking so handle points follow your cursor while staying on the object surface. That makes it useful for nudging animal poses, facial expressions, car angles, and landscape layouts without retraining the generator.

Researchers, graphics students, and computer vision engineers use it to prototype interactive image editing workflows. The Max Planck Institute page distributes the paper PDF and GitHub repo under a non-commercial Creative Commons license, with contact details for the lead author.