AgroVG - Set-F1 at IoU 0.75: leaderboard

Metric: Macro Set-F1 at IoU 0.75 (%, times 100): query-level F1 of the matched box set at the stricter IoU threshold, averaged over all queries, 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: Not forecast. 13 models tracked.

Top models

#ModelScore
1Qwen 3 VL 32B Instruct23.93
2Qwen 3 VL 8B Instruct21.86
3GPT-5.414.21
4GPT-4o (2024-08-06)12.34
5Claude Sonnet 4.69.97
6Gemini 2.5 Pro7.93

Interactive version: theaggregate.ai/benchmark?slug=agrovg-set-f1-at-iou-0-75 · How It Works · Data refreshed daily, snapshot 2026-10-07.