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

#ModelScore
1BGE-VL-Screenshot60.61
2GME48.14
3DSE45.21
4ColPali43.64
5MM-Embed34.48
6SigLIP33.34
7VLM2Vec32.19
8E5-V25.13
9CLIP23.75
10Uni-IR19.63

Interactive version: theaggregate.ai/benchmark?slug=mvrb · How the rankings work · Data refreshed daily, snapshot 2026-07-22.