Vision & Language Benchmark

POPE

POPE as evaluated on the LFM3-Omni-2B card: POPE F1 over adversarial, popular, and random subsets (image setting).

Category

Vision & Language

Score type

percent

Scale

100%

higher is better

Models tested

2

What is POPE?

POPE is a benchmark for understanding images combined with text. The official description says: "POPE as evaluated on the LFM3-Omni-2B card: POPE F1 over adversarial, popular, and random subsets (image setting)". Below we describe in simple words what benchmarks of this type generally examine.

What does it test?

POPE measures understanding images combined with text. In detail, it checks:

  • answering questions about images (figures, photos, charts, memes)
  • reading text inside images and connecting it to the question
  • visual reasoning such as counting, locating and comparing objects
  • combining what is seen with general knowledge

How to read the score

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: POPE as evaluated on the LFM3-Omni-2B card: POPE F1 over adversarial, popular, and random subsets (image setting).

Frequently asked questions

What is the POPE benchmark?

POPE is a benchmark for understanding images combined with text. The official description says: 'POPE as evaluated on the LFM3-Omni-2B card: POPE F1 over adversarial, popular, and random subsets (image setting)'. Below we describe in simple words what benchmarks of this type generally examine.

What does POPE test?

POPE mainly measures understanding images combined with text. Concretely, it checks: answering questions about images (figures, photos, charts, memes); reading text inside images and connecting it to the question; visual reasoning such as counting, locating and comparing objects.

How is the POPE score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get POPE data and scores?

The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/pope/scores) or pull it directly from the Open LLM Radar API with any HTTP client.

Model scores 2 models tested

Reset
# Model Score Date Source Verified
1 LFM3-Omni-2B
LiquidAI
89.34%
— Report Verified
2 LFM3-VL-2B
LiquidAI
88.7%
— Report Verified