fiftyone-brain 0.16.1

FiftyOne Brain

FiftyOne Brain

The brains behind FiftyOne.

Docs • Try it Now • Tutorials • Examples

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The FiftyOne Brain provides powerful machine learning techniques that are designed to transform how you curate your data from an art into a measurable science.

The FiftyOne Brain is a separate Python package that is bundled with FiftyOne. Although it is closed-source, it is licensed as freeware, and you have permission to use it for commercial or non-commercial purposes. See the license below for more details.

The FiftyOne Brain methods are useful across the stages of the machine learning workflow:

• Uniqueness: During the training loop for a model, the best results will be seen when training on unique data. The FiftyOne Brain provides a uniqueness measure for images that compare the content of every image in a FiftyOne Dataset with all other images. Uniqueness operates on raw images and does not require any prior annotation on the data. It is hence very useful in the early stages of the machine learning workflow when you are likely asking "What data should I select to annotate?"

• Mistakenness: Annotations mistakes create an artificial ceiling on the performance of your models. However, finding these mistakes by hand is at least as arduous as the original annotation was, especially in cases of larger datasets. The FiftyOne Brain provides a quantitative mistakenness measure to identify possible label mistakes. Mistakenness operates on labeled images and requires the logit-output of your model predictions in order to provide maximum efficacy. It also works on detection datasets to find missed objects, incorrect annotations, and localization issues.

• Hardness: While a model is training, it will learn to understand attributes of certain samples faster than others. The FiftyOne Brain provides a hardness measure that calculates how easy or difficult it is for your model to understand any given sample. Mining hard samples is a tried and true measure of mature machine learning processes. Use your current model instance to compute predictions on unlabeled samples to determine which are the most valuable to have annotated and fed back into the system as training samples, for example.

License

Copyright 2022, Voxel51, Inc. All rights reserved.

FREEWARE LICENSE AND END-USER LICENSE AGREEMENT For the FiftyOne Brain

TL;DR

The functionality in the FiftyOne Brain software package is closed-source, freeware. You have permission to use it for most purposes: you may not attempt to decompile it or resell it, but the output of it can be used for commercial or non-commercial purposes. Voxel51, Inc. has no liability to the accuracy or veracity of the findings resulting from the use of the FiftyOne Brain.

NOTICE TO USER

Please read this carefully. By using all or any portion of the Software you accept all the terms and conditions of this Agreement. If you do not agree, do not use this Software.

1. DEFINITIONS

When used in this Agreement, the following terms shall have the respective meanings indicated, such meanings to be applicable to both the singular and plural forms of the terms defined:

• "Licensor" means Voxel51, Inc.

• "Licensee" means You or Your Company, unless otherwise indicated.

• "Software" means (a) all of the contents of the files with which this Agreement is provided, including but not limited to (i) registration information, i.e. License key which is unique for a registration name of the Licensee; (ii) related explanatory written materials or files ("Documentation"); (iii) Software files, configuration files, setup files and code samples (if any); (iv) Data files and model files; and (b) upgrades, modified versions, updates, additions, and copies of the Software, if any, licensed to you by Voxel51, Inc. (collectively, "Updates").

• "Use" or "Using" means to access, install, download, copy or otherwise benefit from using the functionality of the Software in accordance with the Documentation.

• "System" means Windows OS, GNU/Linux or Mac OS X, or any virtual machine.

2. GENERAL USE

You are granted a non-exclusive License to Use the downloaded Software for any purposes for an unlimited period of time.

The software product under this License is provided free of charge. Even though a license fee is not paid for the use of such software, it does not mean that there are no conditions for using such software.

2.1. The Software may be installed and Used by the Licensee for any legal purpose in which the User has direct value from the use of and output of the Software.

2.2. The Software may be installed and Used by the Licensee on any number of systems. On each system, the software may be used by individuals and be used by one GPU card at any time.

2.3. The Software may not be resold as a service in any capacity.

2.4. The Software can be copied and distributed under the condition that original copyright notice and disclaimer of warranty will stay intact and the Licensee will not charge money or fees for the Software product, except to cover distribution costs.

2.6. The Licensee will not have any proprietary rights in and to the Software. The Licensee acknowledges and agrees that the Licensor retains all copyrights and other proprietary rights in and to the Software.

2.7 Use within the scope of this License is free of charge and no royalty or licensing fees shall be paid by the Licensee.

3. INTELLECTUAL PROPERTY RIGHTS

3.1 This License does not transmit any intellectual rights on the Software. The Software and any copies that the Licensee is authorized by the Licensor to make are the intellectual property of and are owned by the Licensor.

3.2 The Software is protected by copyright, including without limitation by Copyright Law and international treaty provisions.

3.3 Any copies that the Licensee is permitted to make pursuant to this Agreement must contain the same copyright and other proprietary notices that appear on or in the Software.

3.4 The structure, organization and code of the Software are the valuable trade secrets and confidential information of the Licensor. The Licensee agrees not to decompile, disassemble or otherwise attempt to discover the source code of the Software.

3.5 Any attempts to reverse-engineer, copy, clone, modify or alter in any way the installer program without the Licensor’s specific approval are strictly prohibited. The Licensee is not authorized to use any plug-in or enhancement that permits to save modifications to a file with software licensed and distributed by the Licensor.

3.6 Trademarks shall be used in accordance with accepted trademark practice, including identification of trademarks owners’ names. Trademarks can only be used to identify printed output produced by the Software and such use of any trademark does not give the Licensee any rights of ownership in that trademark.

4. WARRANTY

4.1 The Licensor warrants that:

4.1.1 The Licensor owns the Software and documentation and/or is in possession of valid and existing licenses that support the terms of this Agreement;

4.1.2 the Software conforms to specifications and functionality as specified in Documentation;

4.1.3 to the best of the Licensor’s knowledge, the Software does not infringe upon or violate any intellectual property right of any third party;

4.1.4 the Software does not contain any routine, intentionally designed by the Licensor to disable a computer program, or computer instructions that may alter, destroy or inhibit the processing environment.

4.2 Except those warranties specified in section 4.1 above, the Software is being delivered to the Licensee "AS IS" and the Licensor makes no warranty as to its use or performance.

The Licensor does not and cannot warrant the performance or results the Licensee may obtain by using the Software. The entire risk arising out of use or performance of the Software remains with the Licensee.

The Licensor gives no warranty, express or implied, that (i) the Software will be of satisfactory quality, suitable for any particular purpose or for any particular use under specified conditions, notwithstanding that such purpose, use, or conditions may be known to the Licensor; or (ii) that the Software will operate error free or without interruption or that any errors will be corrected.

5. LIMITATION OF LIABILITY

In no event will the Licensor be liable for any damages, claims or costs whatsoever or any consequential, indirect, incidental damages, or any lost profits or lost savings, even if the Licensor has been advised of the possibility of such loss, damages, claims or costs or for any claim by any third party.

In no event will the Licensee be liable to the Licensor on condition that the Licensee complies with all terms and conditions stated in this License.

6. NON-WAIVER

If a portion of this agreement is held unenforceable, the remainder shall be valid. It means that if one section of the Agreement is not lawful, the rest of the Agreement is still in force. A party’s failure to exercise any right under this Agreement will not constitute a waiver of (a) any other terms or conditions of this Agreement, or (b) a right at any time thereafter to require exact and strict compliance with the terms of this Agreement.

7. ATTRIBUTION

Any screenshot of the output of the Software or result obtained from the Software that is used in reporting, marketing whether print or digital will acknowledge the use of FiftyOne by Voxel51.