GreenLabel-Waste-Types

DamarJati/GreenLabel-Waste-Types

GreenLabel-Waste-Types is a image classification model from DamarJati. Use it when you need a label for an image. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Image Classification
Library: transformers
License: apache-2.0
Model type: swin
Access: Public
Created: Sep 30, 2023
Updated: Sep 30, 2023
SHA: de7b9f7a

Base models

microsoft/swin-tiny-patch4-window7-224

Datasets

DamarJati/GreenLabel-Waste-Types

Model card

From the Hugging Face model README

This model is a fine-tuned version of microsoft/swin-tiny-patch4-window7-224 on the imagefolder dataset. It achieves the following results on the evaluation set:

Loss: 0.0150
Accuracy: 1.0

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: 16
eval_batch_size: 16
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 6

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.5566	0.98	11	0.1846	0.975
0.1031	1.96	22	0.0150	1.0
0.0345	2.93	33	0.0031	1.0
0.0117	4.0	45	0.0008	1.0
0.0256	4.98	56	0.0008	1.0
0.0136	5.87	66	0.0007	1.0

Framework versions

Transformers 4.33.3
Pytorch 2.0.1+cu118
Datasets 2.14.5
Tokenizers 0.13.3

Task: Image Classification
Library: transformers
Type: swin
License: apache-2.0
Created: Sep 30, 2023
Updated: Sep 30, 2023