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
OpenAI
GPT Image 2.0
89
Google
Nano Banana 2 (Gemini 3.1 Flash Image)
88
Google
86
4
OpenAI
83
5
ByteDance Seed
82
6
ByteDance Seed
80
6
Alibaba
80
8
Baidu
ERNIE Image
77
8
Black Forest Labs
77
10
Google
75
11
Alibaba
71
12
OpenAI
GPT-4o
69
13
Black Forest Labs
67
13
ByteDance Seed
SeedEdit 3.0
67
15
Black Forest Labs
66
16
Meituan
LongCat-Image-Edit
65
17
Black Forest Labs
63
18
HiDream
62
19
Black Forest Labs
56
20
Google
Gemini 2.0 Flash Preview
55
21
Bytedance
43
21
VectorSpaceLab
43
23
StepFun
Step1X-Edit
42

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