violence_detection

nzm97/violence_detection

violence_detection is a machine learning model from nzm97. Use it for the machine learning task on the model card, and read the license before you ship it in a product. 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

License: cc-by-nc-4.0
Model type: videomae
Access: Public
Created: Sep 11, 2024
Updated: Sep 11, 2024
SHA: 791bedd0

Base models

MCG-NJU/videomae-large

Model card

From the Hugging Face model README

violence_detection

This model is a fine-tuned version of MCG-NJU/videomae-large on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.4693

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: 4
eval_batch_size: 4
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 8
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss
No log	1.0	35	0.7807
No log	2.0	70	0.9209
No log	3.0	105	0.5725
No log	4.0	140	0.5501
No log	5.0	175	0.5701
No log	6.0	210	0.6286
No log	7.0	245	0.7121
No log	8.0	280	0.4971
No log	9.0	315	0.5575
No log	10.0	350	0.6327

Framework versions

Transformers 4.44.0
Pytorch 2.4.0
Datasets 2.21.0
Tokenizers 0.19.1

Type: videomae
License: cc-by-nc-4.0
Created: Sep 11, 2024
Updated: Sep 11, 2024