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Average Ratings 0 Ratings

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ease
features
design
support

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Description

This innovative tool is designed for quantizing convolutional neural networks (CNNs). It allows for the transformation of both weights/biases and activations from 32-bit floating-point (FP32) to 8-bit integer (INT8) format, or even other bit depths. Utilizing this tool can greatly enhance inference performance and efficiency, all while preserving accuracy levels. It is compatible with various common layer types found in neural networks, such as convolution, pooling, fully-connected layers, and batch normalization, among others. Remarkably, the quantization process does not require the network to be retrained or the use of labeled datasets; only a single batch of images is sufficient. Depending on the neural network's size, the quantization can be completed in a matter of seconds to several minutes, facilitating quick updates to the model. Furthermore, this tool is specifically optimized for collaboration with DeePhi DPU and can generate the INT8 format model files necessary for DNNC integration. By streamlining the quantization process, developers can ensure their models remain efficient and robust in various applications.

Description

Bigjpg utilizes advanced deep convolutional neural networks to effectively minimize noise and jagged edges in images, which enables enlargement without sacrificing quality. Unlike other software, such as Photoshop, which may result in blurry or fuzzy enlarged images, Bigjpg employs specialized neural networks and algorithms tailored to enhance the lines and colors of the images. This results in a significantly improved final product, with rich colors and minimal visible artifacts. The processed images exhibit virtually no "glitter" or duplication, and the reduction of noise—which can greatly detract from image quality—is remarkably effective. For anime images and illustrations, the processing is so precise that colors, details, and edges remain intact. Regular photographs are also accommodated by the software. Additionally, users will see an estimated time remaining once the enlargement process begins, which varies based on the initial dimensions and the chosen enlargement settings. This feature enhances the user experience, providing clear expectations throughout the image processing journey.

API Access

Has API No 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

No details available.

Integrations

No details available.

Pricing Details

$0.90 per hour
Free Trial No 
Free Version No 

Pricing Details

Free
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App Yes 
iPad App Yes 
Android App Yes 
Windows Yes 
Mac Yes 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Types of Training

Training Docs No 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

DeePhi Quantization Tool

Website

aws.amazon.com/marketplace/pp/prodview-bwtx6kzwg3gva

Vendor Details

Company Name

bigjpg

Country

China

Website

bigjpg.com

Product Features

Product Features

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