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Image Editing · Adding & Editing Objects challenges

Every image editing challenge testing Adding & Editing Objects, scored with TrueSkill as the votes come in.

Adding & Editing Objects
Photorealism Adding & Editing Objects

Man and Car in California

Combines two references (a person and a car) into one believable driving scene. It checks whether the model keeps the man’s identity and the car’s appearance while placing them convincingly on the coastline with matched lighting and perspective.

Best
GPT Image 1.5
Mid
Seedream 5.0 Lite
Worst
FLUX.2 [dev]
Source
21 models ranked View challenge
Photorealism Adding & Editing Objects

Outfit Transfer Challenge

This is extremely practical (think e-commerce, fashion, virtual dressing rooms). It’s visually very obvious when it fails, and success looks impressive. It tests a model’s understanding of clothing physics, body shape, and lighting.

Best
Nano Banana Pro
Mid
Seedream 4.5
Worst
Grok Imagine Image
Source
22 models ranked View challenge