WeVisOne-VL - Segmentation RefCOCO testA: 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;release checkpoints only,reported comparator scores not copied. RefCOCO andRef-ZOM cIoU,ReasonSeg gIoU,absent-query rejection separately. Score (%).

Metric: Score (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 2 models tracked.

Top models

#ModelScoreOverall rank
1WeVisOne-VL-4B84.5
2WeVisOne-VL-2B82.9

Interactive version: theaggregate.ai/benchmark?slug=wevisone-vl-segmentation-refcoco-testa · How It Works · Data refreshed daily, snapshot 2026-10-24.