Skip to main content
ModelScale

Multimodal & Grounded benchmark

CountBench leaderboard

Every model the catalog carries a published CountBench value for, ranked by that value.

CategoryMultimodal & Grounded
MeasureImage-grounded counting
TasksVisual counting tasks
DifficultyFine-grained visual perception

A visual counting benchmark that tests whether a model can count objects and entities reliably in complex scenes.

CountBench ranking

4 models with a published CountBench value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

Models ranked by their published CountBench value
RankModelProviderImage-grounded counting
1Qwen3.6-27BAlibaba97.8
2ZYZAYA1-VL-8BZyphra88.1
3LFM2.5-VL-3BLiquidAI87.3
4LFM2.5-VL-450MLiquidAI73.3

Evidence key: Observed

Rows are ordered by the value Qwen3.6 launch benchmarks published, highest first. The source does not state whether a higher value is the better result, so this page does not either: for a benchmark that measures a rate of failure, read the table from the bottom.

All leaderboards