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ResearchFormerly WizWand

Video Question Answering on rPPG-QA V4V (val)

13.78MAEPeriod-LLM
13.4615.6217.7819.94May 30, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0513.7816.83
Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Zero-shot, Pre-training=text-QA, Resolution=224x2242025.0515.0817.13
LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0517.5117.6
Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0517.5419.45
Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0518.1220.45
VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0518.2919.01
LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0518.3118.56
VideoChatLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0518.3219.77
BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0518.6721.49
VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0518.8919.43
FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0519.2120.46
BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0519.3722.68
VideoChatLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0519.5420.67
FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0520.4321.56
LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.0520.5422.84
LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.0521.7823.34