SOCO - Visual and Text Query: leaderboard
Metric: Accuracy (%) when the query keypoint is marked on the source image and also described in text, four-choice semantic-correspondence questions on SOCO image pairs (target image with candidate keypoints A to D), CircularEval: correct only if the model picks the right keypoint under all four answer permutations (random 0.4, consistent-permutation baseline 25); higher is better. Source: arxiv.org. Saturation forecast: Around March 2027. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-4o | 30.9 |
| 2 | Qwen 2.5 VL 7B Instruct | 30.8 |
Interactive version: theaggregate.ai/benchmark?slug=soco-visual-and-text-query · How It Works · Data refreshed daily, snapshot 2026-10-07.