DK-VLM VSI-Bench - Absolute Distance: 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: Mean relative accuracy (%). Higher is better. Source: https://arxiv.org/html/2610.22356v1

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

Top models

#ModelScoreOverall rank
1GeoThinker-8B62.49
2DK-VLM-8B60.48
3Q-GeoMem-7B59.9
4GeoThinker-7B56.89
5VG-LLM-8B56.8
6SpatialStack-5B55.6
7DK-VLM-7B54.17
8Cambrian-S-7B50.5
9VLM-3R-7B49.4
10Qwen3-VL-8B (DK-VLM paper baseline)47

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