DK-VLM VSI-Bench - Relative Direction: leaderboard

DK-VLM v1; LoRA/geometric attention fine-tunes remain distinct from Qwen2.5VL7BInstruct and Qwen3VL8BInstruct backbones. Frozen VGGT-Omega 1B frontend; official shared six-benchmark GeoThinker evaluation settings. Comparison baseline scores are source-reported, starred GeoThinker values reproduced by authors; no automatic primary-board fusion. Metric: Accuracy (%). Higher is better. Source: https://arxiv.org/html/2610.22356v1

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 11 models tracked.

Top models

#ModelScoreOverall rank
1DK-VLM-8B90.48
2GeoThinker-8B90.29
3DK-VLM-7B87.41
4Q-GeoMem-7B87.2
5GeoThinker-7B85.89
6SpatialStack-5B84.1
7VG-LLM-8B83.2
8VLM-3R-7B80.5
9Cambrian-S-7B76.2
10Qwen3-VL-8B (DK-VLM paper baseline)51

Interactive version: theaggregate.ai/benchmark?slug=dk-vlm-vsi-bench-relative-direction · How It Works · Data refreshed daily, snapshot 2026-10-17.