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.

RankCompanyModelScore
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