MVRB: leaderboard
Massive Visualized IR Benchmark leaderboard evaluating multimodal retrieval models across SR, CSR, SQA, and OVC components.
Metric: Overall Score. Source: huggingface.co. 11 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | BGE-VL-Screenshot | 60.61 | |
| 2 | GME | 48.14 | |
| 3 | DSE | 45.21 | |
| 4 | ColPali | 43.64 | |
| 5 | MM-Embed | 34.48 | |
| 6 | SigLIP | 33.34 | |
| 7 | VLM2Vec | 32.19 | |
| 8 | E5-V | 25.13 | |
| 9 | CLIP | 23.75 | |
| 10 | Uni-IR | 19.63 |
Interactive version: theaggregate.ai/benchmark?slug=mvrb · How It Works · Data refreshed daily, snapshot 2026-10-20.