WeVisOne-VL - Detection LVIS F1 IoU0.95: leaderboard

WeVisOne-VL official release:greedy decoding,temperature0,max1960visual tokens/image;Qwen3-VL Instruct and Qwen3.5 Thinking baselines. Generative visual grounding/perception,not image generation. Classical detectors and specialist OCR systems are outside the VLM cohort. F1 IoU0.95 (%).

Metric: F1 IoU0.95 (%). Source: arxiv.org. Saturation forecast: Around February 2028. 9 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 VL 8B Instruct19.6#418
2Qwen 3 VL 4B Instruct19.5#512
3Qwen 3.5 9B (Thinking)19.4#388 (Qwen 3.5 9B)
4Qwen 3.5 4B (Thinking)17.8#493 (Qwen 3.5 4B)

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=wevisone-vl-detection-lvis-f1-iou0-95 · How It Works · Data refreshed daily, snapshot 2026-10-24.