multimodal benchmark
VisFactor Leaderboard
VisFactor is a multimodal benchmark evaluating fine-grained visual factor perception and reasoning over images.
Updated Sep 5, 2026
Models3
Model coverage3
MetricScore
EvidenceB
VisFactor Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelBY | Score51.40% | Percentile100.00% | Participants3 | EvidenceC | Evaluated |
| Rank02 | ModelBY | Score43.90% | Percentile50.00% | Participants3 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score42.80% | Percentile0.00% | Participants3 | EvidenceC | Evaluated |
VisFactor Highlights
The leading models and scores on this benchmark.
VisFactor Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for VisFactor
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is VisFactor?
What VisFactor measures and how its scores work.
VisFactor is a benchmark for evaluating fine-grained visual factor perception and reasoning over images.
It measures 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
- No
- Evaluation key
- overall
LLM Stats. 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 51.40%.
What are the top three models on VisFactor?
The current leaders are Seed 2.1 Pro (51.40%), Seed 2.1 Turbo (43.90%), and Qwen3.7-Plus (42.80%).
Which VisFactor model has the lowest official input price?
Qwen3.7-Plus has the lowest matched official input price at $0.50 input / $3.0 output per 1M tokens.
Which models are fastest among VisFactor results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.