CC0
Dataset and Code for Fine-tuning Neural Networks via Transfer Learning on Image Classification Tasks
Weibo Wechat Google Facebook Twitter
Description
This dataset contains results from experiments where transfer learning was applied to neural network models pre-trained on the ImageNet dataset. The final fully connected layer of 1000 units was replaced with an 8-unit layer to fit the specific classification tasks in this study. The models were fine-tuned with a custom dataset to optimize performance for categorization, while core layers remained unchanged. Fine-tuning was conducted across the network based on the configurations of pre-existing model parameters. This process aimed at enhancing the model's adaptability for specialized tasks.
Keywords:
- neural network
- transfer learning
- ImageNet
Subject:
- Information science and systems scienceComputer science and technology
Data File Download
Information
- gn6tng@163.com
- 152.03 MB
- 1
-
- Version 1 published online2024-10-08 07:38:41 GMT+8
Cite this Dataset
Export
Statistics
212
Total views
3
File downloads
0
Citation downloads
Citing articles 0
Recommended datasets
A single-object version of the ImageNet2012 dataset
Image classification; ImageNet; Object
CUB-cropped Fine-grained Dataset
Fine-grained; Image Classification; Bird
Raw data and source code
Crop; image; uncropped
Experimental data of "Methodology for Evaluating the Generalization of ResNet"
Generalization Evaluation; Deep CNN; CAM
Experimental Results & T-Test Dataset
Neural Netwok Models; Named Entity Recognition; Chinese Medical Texts
MNIST Dataset
Deep learning; Scattered imaging; Channel
Code of Fine-Grained Few-Shot Classification
Fine-Grained; Few-Shot; Image classification
Fine-tuning Dataset for Tourism Large Models
Text data; Tourism Large Model; Fine-tuning; formation
Partial Code Implementation for Artistic Style and Emotion Prediction Using CNN and Vision Transformers
Preprocessing Scripts; Model Architecture Examples; Training and Evaluation Code
Remote Sensing Ship Fine-Grained Classification Mixed Dataset
Remote Sensing; Deep learning; Image classification
