Video-to-Feedback Generation on QEVD-fit-coach (original annotations)
12.9METEORBioCoach
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BioCoachEvaluation Protocol=Fine-tuned2026.03 | 12.9 | 12.2 | 86.4 | 2.56 | 54.4 | |
| Stream-VLMEvaluation Protocol=Fine-tuned2026.03 | 12.7 | 11.2 | 86.3 | 2.45 | 56 | |
| Video-ChatGPTEvaluation Protocol=Fine-tuned2026.03 | 10.8 | 9.3 | 86.3 | 2.33 | 50 | |
| LLaMA-VIDEvaluation Protocol=Fine-tuned2026.03 | 10.6 | 9 | 86 | 2.3 | 50 | |
| LLaVA-NeXTEvaluation Protocol=Zero-shot2026.03 | 10.4 | 7.8 | 85.8 | 2.27 | — | |
| Video-LLaMAEvaluation Protocol=Zero-shot2026.03 | 10.1 | 7.7 | 85.9 | 1.29 | — | |
| LLaMA-VIDEvaluation Protocol=Zero-shot2026.03 | 10 | 7.9 | 85.9 | 2.2 | — | |
| Video-ChatGPTEvaluation Protocol=Zero-shot2026.03 | 9.8 | 7.8 | 85 | 1.91 | — | |
| Socratic-LLaMA-2-7BEvaluation Protocol=Fine-tuned2026.03 | 9.4 | 7.1 | 86 | 2.17 | 50 | |
| Video-LLaVAEvaluation Protocol=Zero-shot2026.03 | 5.7 | 2.5 | 84.7 | 2.16 | — | |
| InstructBLIPEvaluation Protocol=Zero-shot2026.03 | 4.7 | 4 | 83.9 | 1.56 | — |