bisindo-sign-language

Syizuril/bisindo-sign-language

bisindo-sign-language is a image classification model from Syizuril. Use it when you need a label for an image. It is set up for pytorch.

Trained on 9169 images with 26 classes (A-Z BISINDO (Bahasa Isyarat Indonesia) sign language).

Downloads · 30 days

Access

Public

Updated Mar 10, 2025

Repo size

46.6 MB

Likes

Public

Hugging Face

Repo makeup

Click a slice to open those files.

.pth46.6 MB · 100%

At a glance

Task: Image Classification
Library: pytorch
Access: Public
Created: Mar 9, 2025
Updated: Mar 10, 2025
SHA: 3d8e0094

Base models

google/efficientnet-b3

Model card

From the Hugging Face model README

EfficientNet-B3 BISINDO Indonesian Sign Language Classifier

Trained on 9169 images with 26 classes (A-Z BISINDO (Bahasa Isyarat Indonesia) sign language).

Usage

model = models.efficientnet_b3(pretrained=False)
model.classifier = nn.Sequential(
    nn.Dropout(p=0.4),
    nn.Linear(1536, 512),
    nn.SiLU(),
    nn.Dropout(p=0.3),
    nn.Linear(512, 26)
)
model.load_state_dict(torch.load('efficientnet_bisindo_sign_language.pth'))

Training Result

Epoch	Train Loss	Train Acc	Val Loss	Val Acc
1	1.5356	0.7389	1.0504	0.9106
2	1.0970	0.8798	0.9385	0.9248
3	1.0251	0.8945	0.8828	0.9438
4	0.9710	0.9177	0.8689	0.9477
5	0.9382	0.9256	0.8370	0.9597
6	0.9161	0.9365	0.8222	0.9656
7	0.9052	0.9393	0.8133	0.9651
8	0.8904	0.9464	0.8094	0.9635
9	0.8756	0.9460	0.8023	0.9738
10	0.8656	0.9521	0.7939	0.9744
11	0.8609	0.9560	0.7836	0.9749
12	0.8544	0.9545	0.7876	0.9755
13	0.8396	0.9654	0.7929	0.9755
14	0.8415	0.9628	0.7776	0.9798
15	0.8333	0.9654	0.7827	0.9722
16	0.8286	0.9676	0.7695	0.9815
17	0.8235	0.9695	0.7761	0.9853
18	0.8155	0.9715	0.7714	0.9820
19	0.8151	0.9748	0.7589	0.9826
20	0.8139	0.9730	0.7756	0.9776
21	0.8018	0.9791	0.7613	0.9847
22	0.7942	0.9789	0.7475	0.9869
23	0.7859	0.9823	0.7458	0.9864
24	0.7871	0.9802	0.7538	0.9869
25	0.7880	0.9810	0.7525	0.9880

Task: Image Classification
Library: pytorch
Languages: id
Created: Mar 9, 2025
Updated: Mar 10, 2025