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videomae-base-finetuned-ucf101-subset
thuyduong/videomae-base-finetuned-ucf101-subset
videomae-base-finetuned-ucf101-subset is a video classification model from thuyduong. Use it for the video classification task on the model card, and read the license before you ship it in a product. It is set up for transformers. The card lists the license as cc-by-nc-4.0.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Video Classification
- Library
- transformers
- License
- cc-by-nc-4.0
- Model type
- videomae
- Access
- Public
- Created
- Mar 12, 2024
- Updated
- Mar 12, 2024
- SHA
- 450c7821
Base models
Model card
From the Hugging Face model README
<!-- 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. -->
videomae-base-finetuned-ucf101-subset
This model is a fine-tuned version of MCG-NJU/videomae-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.1463
- Accuracy: 0.9548
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: 12
- eval_batch_size: 12
- 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 |
|---|---|---|---|---|
| 2.2901 | 0.08 | 25 | 2.1947 | 0.1286 |
| 1.5282 | 1.08 | 50 | 1.4450 | 0.5286 |
| 0.8178 | 2.08 | 75 | 0.6782 | 0.7571 |
| 0.3176 | 3.08 | 100 | 0.3843 | 0.8 |
| 0.2002 | 4.08 | 125 | 0.3049 | 0.8286 |
| 0.0912 | 5.08 | 150 | 0.1887 | 0.9571 |
| 0.1356 | 6.08 | 175 | 0.1935 | 0.9571 |
| 0.0445 | 7.08 | 200 | 0.0636 | 0.9857 |
| 0.0383 | 8.08 | 225 | 0.0824 | 0.9714 |
| 0.0139 | 9.08 | 250 | 0.1860 | 0.9143 |
| 0.0293 | 10.08 | 275 | 0.1095 | 0.9571 |
| 0.0139 | 11.08 | 300 | 0.0961 | 0.9571 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Video Classification
- Library
- transformers
- Type
- videomae
- License
- cc-by-nc-4.0
- Created
- Mar 12, 2024
- Updated
- Mar 12, 2024