PATENT CLAIM ANALYSIS

Application Number: 16034267
Application Type: Utility
Filing Date: 2018-07
Publication Date: 2019-01
Patent Classification: ["382", "159000"]

Abstract:
In some embodiments, an exemplary inventive computer-implemented method may include steps, performed by a processor, of: obtaining training real representations of a real subject; obtaining a training synthetic representation having a visual effect applied to a synthetic subject; training a first neural network and a second neural network by: presenting the first neural network with training real representation and candidate meta-parameters of latent variables for the visual effect to generate a training photorealistic-imitating synthetic representation of the real subject with the visual effect; presenting the second neural network with the training photorealistic-imitating synthetic representation and the training synthetic representation to determine actual meta-parameters of the latent variables of the visual effect, where the actual meta-parameters are meta-parameters at which the second neural network has identified that the training photorealistic-imitating synthetic representation is realistic, and presenting to the first neural network another real representation and the actual meta-parameters of the latent variables of the visual effect to incorporate the visual effect into another real subject.

Claim (Index 1):
A computer-implemented method, comprising:\n obtaining, by at least one processor, a training real visual input comprising a plurality of training real representations of at least one portion of at least one first real subject; obtaining, by at least one processor, a training synthetic visual input comprising at least one training synthetic representation having at least one first visual effect applied to at least one portion of at least one synthetic subject; training, by the at least one processor, at least one first neural network and at least one second neural network by:\n i) presenting the at least one first neural network with at least one training real representation of the plurality of training real representations and one or more candidate meta-parameters of one or more latent variables of the at least one first visual effect to incorporate the at least one first visual effect into the at least one portion of the at one first real subject of the at least one training real representation to generate at least one first training photorealistic-imitating synthetic representation of the at least one portion of the at least one first real subject with the at least one first visual effect; \n ii) presenting the at least one second neural network with (1) the at least one first training photorealistic-imitating synthetic representation of the at least one first portion of the at least one first real subject with the at least one first visual effect and (2) the at least one training synthetic representation having the at least one visual effect applied to the at least one portion of the at least one synthetic subject to determine one or more actual meta-parameters of the one or more latent variables of the at least one first visual effect, wherein the one or more actual meta-parameters are meta-parameters at which the at least one second neural network has identified that the at least one first training photorealistic-imitating synthetic representation of the at least one portion of the at least one first real subject with the at least one first visual effect to be realistic; \n obtaining, by the at least one processor, an actual real visual input comprising at least one second real representation of at least one portion of at least one second real subject; obtaining, by the at least one processor, second visual effect identification data that identifies at least one second visual effect to be applied to the actual real visual input; wherein the at least one second visual effect corresponds to the at least one first visual effect; presenting, by the at least one processor, to the at least one first neural network, the at least one second real representation and the one or more actual meta-parameters of the one or more latent variables of the at least one first visual effect to incorporate the at least one first visual effect into the at least one portion of the at least one second real subject of the at least one second real representation to generate at least one second photorealistic-imitating synthetic representation of the at least one portion of the at least one second real subject with the at least one first visual effect; and causing, by the at least one processor, to display the at least one second photorealistic-imitating synthetic representation of the at least one portion of the at least one second real subject with the at least one first visual effect on a screen of a computing device.

Metadata:
- Claim Count in Document: 5.0
- Percentile: 95.0
- Lexical Diversity: 2.86885
- Patent Class: 382.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15893864', '15633288', '15705504', '15629663', '15956450']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.3213024842323814
- 35 USC 102 Novelty (BERT): 0.471409119967957
- Combined Prediction Score: 0.336313147805939
- Mean Citation Score: 176.54713999999996
- Max Citation Score: 195.71204
- Similarity Product: 157.66483540071962

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 0
- Claim Label 112: 1
- Combined Label: 1
- Label 101 Adjusted: 1

Dataset: test