lmms-eval
Multimodal Evaluation Toolkit for Text, Image, Video, and Audio Tasks
Pricing
See website
Flat rate
Adoption
→StableLicense
Open Source
Data freshness
—Overview
What is lmms-eval?
lmms-eval is a comprehensive evaluation toolkit designed to assess the performance of multimodal models across various tasks including text, image, video, and audio. It provides developers with a unified framework to evaluate different aspects of their models efficiently.
Key differentiator
“lmms-eval stands out as a comprehensive and extensible toolkit for evaluating multimodal models, offering support across text, image, video, and audio tasks in one unified framework.”
Capability profile
Strength Radar
Honest assessment
Strengths & Weaknesses
↑ Strengths
Fit analysis
Who is it for?
✓ Best for
Research teams needing a comprehensive evaluation toolkit for multimodal tasks
Developers working on projects that require performance assessment of models across different modalities
✕ Not a fit for
Teams requiring real-time model evaluation (batch processing only)
Projects with strict licensing requirements incompatible with NOASSERTION license
Cost structure
Pricing
Free Tier
None
Starts at
See website
Model
Flat rate
Enterprise
None
Performance benchmarks
How Fast Is It?
Ecosystem
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Alternatives
Next step
Get Started with lmms-eval
Step-by-step setup guide with code examples and common gotchas.