FoodSense - Sound: leaderboard

Metric: Sound: Lin's concordance correlation coefficient between the model's predicted 1-5 rating and the mean human rating (about 22 annotators per image) on FoodSense's 438 held-out test food images, zero-shot with the authors' sensory-assessment prompt, ratings parsed by regex; range -1 to 1, shown times 100; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 5 models tracked.

Top models

#ModelScore
1Qwen 2.5 VL 32B Instruct14
2Gemma 3 27B (IT)5.3

Interactive version: theaggregate.ai/benchmark?slug=foodsense-sound · How It Works · Data refreshed daily, snapshot 2026-10-07.