Image Editing
Discover and compare the best AI models for image editing and generation. Note: This is my personal informal leaderboard. Models are ranked by the completion rate of a series of diverse prompts designed to thoroughly assess performance.
| Rank | Company | Model | Score |
|---|---|---|---|
Google | 93 | ||
OpenAI | 90 | ||
ByteDance Seed | 89 | ||
4 | ByteDance Seed | 87 | |
4 | Alibaba | 87 | |
6 | Google | 82 | |
7 | Alibaba | 78 | |
8 | OpenAI | GPT-4o | 76 |
9 | Black Forest Labs | 74 | |
9 | ByteDance Seed | SeedEdit 3.0 | 74 |
11 | Black Forest Labs | 73 | |
12 | Meituan | LongCat-Image-Edit | 72 |
13 | Black Forest Labs | 70 | |
14 | HiDream | 69 | |
15 | Black Forest Labs | 63 | |
16 | Google | Gemini 2.0 Flash Preview | 62 |
17 | Bytedance | 50 | |
17 | VectorSpaceLab | 50 | |
19 | StepFun | Step1X-Edit | 49 |
Full tutorial & review videos
Watch the videos below for comprehensive comparisons and detailed installation guides for select image editing models.
Methodology
Models are ranked using a series of prompts involving diverse range of challenging tasks. This includes:
- Prompt adherence and understanding
- Human anatomy
- Generating text
- Diagrams and infographics
- World understanding
- Uncommon poses and expressions
- Spatial understanding
- NSFW capabilities
To prevent manipulation, the prompts are kept confidential and are regularly updated to increase difficulty as models improve. Here is a subset of prompts for your reference:
Make the characters fight according to the pose drawing. They are fighting in an arctic background with a blizzard
Turn the scene into night time
Make a fisheye overhead view of this scene
Turn all the girls into cats and boys into dogs
Make a model sheet of this character with a front, back, and side view
Translate all the text into Chinese
Restore and colorize this photo










