multimodal benchmark
VisFactor
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Updated Aug 11, 2026
Models3
Model coverage3
MetricScore
EvidenceB
VisFactor Ranking
Higher score ranks better on this benchmark.
| 1 | BY | 51.4% | 100.0% | 3 | C | |
| 2 | BY | 43.9% | 50.0% | 3 | C | |
| 3 | AC | 42.8% | 0.0% | 3 | C |
VisFactor Score Distribution
A closer view of the leading scores on this benchmark.
VisFactor Highlights
The leading models and scores on this benchmark.
What is VisFactor?
What VisFactor measures and how its scores work.
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- VisFactor
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- visfactor|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about VisFactor.
Which model scores highest on VisFactor?
Seed 2.1 Pro is currently ranked first with 51.4%.
What does VisFactor measure?
VisFactor is a benchmark evaluating fine-grained visual factor perception and reasoning over images.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
3 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.