Comparisons
Tag archive
image-to-image
A scoped collection of related Field Notes.
image-to-image
Comparisons
Before / After
Before and After: 3 Product Photo Edits for Swimwear and Lingerie
Product photo edits for swimwear and lingerie are usually sold as magic. In practice, the useful question is much simpler: can the…
Model Trends
AI Image Resizing in 2026: 3 Best Models That Avoid Crops
AI image resizing is moving past blunt crop-and-pray tools. This test used one facade frame and one prompt across three models: Smart…
Model Reviews
SenseNova U1 8B Interleave: 5 Prompt Tests
SenseNova U1 8B Interleave was tested here as a practical layout model, not as a general image generator. The question was simple:…
Before / After
Seedream V5 Lite Image Editing: 7 Real Before and After Tests
Seedream V5 Lite image editing looks strongest when the prompt protects shape, geometry, and lighting instead of asking for a total scene…
Model Reviews
GPT Image 2 Custom Guide: 4 Surprising Layout Tests
GPT Image 2 Custom in 4 layout tests GPT Image 2 Custom looks strongest when a prompt needs exact size control, clean…
Model Reviews
Grok Imagine Image: Text + Edits in 6 Prompt Tests
Grok Imagine Image text edits were tested here to answer a practical question: can one image model handle short, readable copy and…
Before / After
Instagram Pose Multi: 5 Duo Pose Presets (Before/After)
Instagram Pose Multi was tested here as a pose-directed image edit, not as a generic portrait generator. The question was simple: can…
Model Reviews
GPT Image 1.5: 6 Prompt Tests for Text and Edits
GPT Image 1.5 was tested here for the jobs that make image generation useful in production: product photography, short readable text, packaging…
Before / After
Instagram Pose Multi: 5 Before and After Pose Presets
Instagram Pose Multi was tested as a preset-driven image-to-image tool for turning separate portraits into a shared social-photo pose. The goal was…
Before / After
Instagram Pose: 4 Preset Poses From One Photo
Instagram Pose turns one portrait into a styled social image by applying a selected effectType. This test checks a practical question: does…
Model Reviews
Seedream v4.5 Uncensored: 6 Prompt Tests (2K)
Seedream v4.5 Uncensored: 6 Prompt Tests (2K) Seedream v4.5 Uncensored was tested at 2K to see where a text-to-image model holds up…
Model Reviews
GLM-Image: Text Rendering in 6 Prompt Tests
GLM-Image text rendering is the point of this six-prompt test. The goal was not to make six attractive pictures. It was to…
Model Reviews
FLUX.2 Klein Base 4B: 5 Real Image Tests
FLUX.2 Klein Base 4B was tested here as a practical image model, not as a benchmark score. The set asks a narrower…
Prompt Guides
Store Image Generator: 3 Mockups from One Product Photo
Store Image Generator turns a small set of app or product images into store-listing artwork. This test asked a narrow question: can…
Before / After
Instagram Pose: 4 Before/After Story Presets
Instagram Pose is a one-photo preset tool for turning a straightforward portrait into vertical, social-first artwork. This test checks a practical question:…
Before / After
FireRed Image Edit 1.1: 6 Real Before and After Edits
FireRed Image Edit 1.1 was tested as a practical one-image editor, not as a beauty-shot generator. The question was simple: can it…
Comparisons
FireRed Image Edit 1.1 vs FLUX.2-dev: 10 Edits Compared
FireRed Image Edit 1.1 vs FLUX.2-dev asks a practical question: when the instruction changes an existing image, which model holds onto the…
Before / After
DreamOmni2: 6 Multi-Image Before and After Edits
DreamOmni2 multi-image editing is the point of this six-case test: can one model keep a source image recognizable while borrowing a person,…
Before / After
Camera Angle Editor: 4 Viewpoint Changes on One Photo
Camera Angle Editor takes one image and synthesizes a new viewpoint instead of merely cropping it. This test asks a narrow question:…
Before / After
Camera Angle Editor: 6 Before/After Viewpoint Changes
Camera Angle Editor: 6 Before/After Viewpoint Changes Camera Angle Editor was tested here as a viewpoint-change tool, not a crop or rotation…
Before / After