Multimodal Hallucination - VH UniHD Resistance: leaderboard

The "VH UniHD Resistance" subtask of Multimodal Hallucination. A task measuring hallucination in multimodal models — how often a vision-language model asserts objects, attributes or facts not supported by the image.

Metric: Resistance (100 - UniHD). Source: huggingface.co. 9 models tracked.

Top models

#ModelScoreOverall rank
1MPLUG-Owl264.85
2Llama-VID60.16
3InstructBLIP56.41
4LLaVA-v1.553.96
5Video-LLaVA48.68
6FAVOR45.1
7Chat-Univi43.09
8Video-Llama41.7
9Valley28.25

Interactive version: theaggregate.ai/benchmark?slug=multimodal-hallucination-vh-unihd-resistance · How It Works · Data refreshed daily, snapshot 2026-10-20.