AgroVG - Multi-Target Set-F1: leaderboard
Metric: Macro Set-F1 at IoU 0.5 on multi-target queries (%, times 100), zero-shot agricultural visual grounding (AgroVG-T1): from an image and a referring expression the model returns the boxes of every matching target, an empty list when none is present, on the AgroVG test split (multi-source crop, weed, fruit and pest imagery); predicted and true boxes matched by maximum-cardinality bipartite matching; higher is better. Source: arxiv.org. Saturation forecast: Around 2031. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 VL 32B Instruct | 26.26 |
| 2 | Qwen 3 VL 8B Instruct | 17.37 |
| 3 | GPT-5.4 | 16.53 |
| 4 | Gemini 2.5 Pro | 15.83 |
| 5 | Claude Sonnet 4.6 | 11.32 |
| 6 | GPT-4o (2024-08-06) | 1.46 |
Interactive version: theaggregate.ai/benchmark?slug=agrovg-multi-target-set-f1 · How It Works · Data refreshed daily, snapshot 2026-10-07.