|
--- |
|
license: cc-by-nc-4.0 |
|
base_model: facebook/timesformer-base-finetuned-k400 |
|
tags: |
|
- generated_from_trainer |
|
metrics: |
|
- accuracy |
|
model-index: |
|
- name: timesformer-base-finetuned-k400-finetuned-kinetic400-subset-epoch6-num_frame_10_full_time_space |
|
results: [] |
|
--- |
|
|
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
|
should probably proofread and complete it, then remove this comment. --> |
|
|
|
# timesformer-base-finetuned-k400-finetuned-kinetic400-subset-epoch6-num_frame_10_full_time_space |
|
|
|
This model is a fine-tuned version of [facebook/timesformer-base-finetuned-k400](https://huggingface.co/facebook/timesformer-base-finetuned-k400) on an unknown dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 0.4630 |
|
- Accuracy: 0.8971 |
|
|
|
## Model description |
|
|
|
More information needed |
|
|
|
## Intended uses & limitations |
|
|
|
More information needed |
|
|
|
## Training and evaluation data |
|
|
|
More information needed |
|
|
|
## Training procedure |
|
|
|
### Training hyperparameters |
|
|
|
The following hyperparameters were used during training: |
|
- learning_rate: 5e-05 |
|
- train_batch_size: 1 |
|
- eval_batch_size: 1 |
|
- seed: 42 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: linear |
|
- lr_scheduler_warmup_ratio: 0.1 |
|
- training_steps: 300 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | Accuracy | |
|
|:-------------:|:-----:|:----:|:---------------:|:--------:| |
|
| 0.5915 | 0.17 | 50 | 0.6170 | 0.8611 | |
|
| 0.2742 | 1.17 | 100 | 0.4572 | 0.8333 | |
|
| 0.0174 | 2.17 | 150 | 0.3006 | 0.8611 | |
|
| 0.0309 | 3.17 | 200 | 0.3319 | 0.8889 | |
|
| 0.0006 | 4.17 | 250 | 0.3438 | 0.8889 | |
|
| 0.0008 | 5.17 | 300 | 0.3266 | 0.8889 | |
|
|
|
|
|
### Framework versions |
|
|
|
- Transformers 4.38.2 |
|
- Pytorch 2.1.0+cu121 |
|
- Tokenizers 0.15.2 |
|
|