ResearchBenchmarksVideo Classification on MammAlpsVideo Classification on MammAlpsFollow68.2AccuracyVIOLA42.82449.4125662.588Jan 22, 2026Evaluation resultsMethodMethodLinksAccuracyVIOLABackbone=VideoLLaMA3Backbone=VideoLLaMA32026.0168.2VIOLABackbone=LLaVA-VideoBackbone=LLaVA-Video2026.0166.7VIOLABackbone=Qwen2-VLBackbone=Qwen2-VL2026.0165VIOLABackbone=Qwen3-VLBackbone=Qwen3-VL2026.0163.7Zero-shotBackbone=Qwen2-VLBackbone=Qwen2-VL2026.0143.8