Video Question Answering on rPPG-QA V4V (val)
13.78MAEPeriod-LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 13.78 | 16.83 | |
| Period-LLMLLM=LLaMA-7B, Evaluation Protocol=Zero-shot, Pre-training=text-QA, Resolution=224x2242025.05 | 15.08 | 17.13 | |
| LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 17.51 | 17.6 | |
| Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 17.54 | 19.45 | |
| Video-ChatGPTLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 18.12 | 20.45 | |
| VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 18.29 | 19.01 | |
| LLaMA-VIDLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 18.31 | 18.56 | |
| VideoChatLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 18.32 | 19.77 | |
| BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 18.67 | 21.49 | |
| VideoLLaMALLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 18.89 | 19.43 | |
| FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 19.21 | 20.46 | |
| BT-AdapterLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 19.37 | 22.68 | |
| VideoChatLLM=Vicuna-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 19.54 | 20.67 | |
| FrozenBiLMLLM=DeBERTa-V2, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 20.43 | 21.56 | |
| LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Fine-tune, Resolution=224x2242025.05 | 20.54 | 22.84 | |
| LLaMA-AdapterLLM=LLaMA-7B, Evaluation Protocol=Zero-shot, Resolution=224x2242025.05 | 21.78 | 23.34 |