keras-io / siamese-contrastive

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Model's Last Updated: July 05 2024

Introduction of siamese-contrastive

Model Details of siamese-contrastive

Model description

This repo contains the model for the notebook Image similarity estimation using a Siamese Network with a contrastive loss .

Full credits go to Mehdi

Reproduced by Rushi Chaudhari

Siamese Networks are neural networks which share weights between two or more sister networks, each producing embedding vectors of its respective inputs.

In supervised similarity learning, the networks are then trained to maximize the contrast (distance) between embeddings of inputs of different classes, while minimizing the distance between embeddings of similar classes, resulting in embedding spaces that reflect the class segmentation of the training inputs.

Dataset

MNIST dataset of handwritten digits

Training procedure
Training hyperparameters

The following hyperparameters were used during training:

epochs = 10
batch_size = 16
margin = 1
Training results

Contrastive loss Accuracy

View Model Plot

Model Image

Runs of keras-io siamese-contrastive on huggingface.co

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More Information About siamese-contrastive huggingface.co Model

siamese-contrastive huggingface.co

siamese-contrastive huggingface.co is an AI model on huggingface.co that provides siamese-contrastive's model effect (), which can be used instantly with this keras-io siamese-contrastive model. huggingface.co supports a free trial of the siamese-contrastive model, and also provides paid use of the siamese-contrastive. Support call siamese-contrastive model through api, including Node.js, Python, http.

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https://huggingface.co/keras-io/siamese-contrastive

keras-io siamese-contrastive online free

siamese-contrastive huggingface.co is an online trial and call api platform, which integrates siamese-contrastive's modeling effects, including api services, and provides a free online trial of siamese-contrastive, you can try siamese-contrastive online for free by clicking the link below.

keras-io siamese-contrastive online free url in huggingface.co:

https://huggingface.co/keras-io/siamese-contrastive

siamese-contrastive install

siamese-contrastive is an open source model from GitHub that offers a free installation service, and any user can find siamese-contrastive on GitHub to install. At the same time, huggingface.co provides the effect of siamese-contrastive install, users can directly use siamese-contrastive installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

siamese-contrastive install url in huggingface.co:

https://huggingface.co/keras-io/siamese-contrastive

Url of siamese-contrastive

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