Method and device for generating safe clothing patterns for rider of bike
First Claim
1. A method for generating one or more safe clothing patterns to be used for a human-like figure, comprising steps of:
- (a) if at least one image of the human-like figure is acquired, a safe clothing-pattern generating device performing a process of generating at least one specific clothing pattern having an initial value, and a process of inputting the specific clothing pattern and the image of the human-like figure into a clothing composition network, to thereby allow the clothing composition network to combine the specific clothing pattern with a clothing of the human-like figure on the image of the human-like figure, and thus to generate at least one composite image corresponding to the image of the human-like figure;
(b) the safe clothing-pattern generating device performing a process of inputting the composite image into an image translation network, to thereby allow the image translation network to generate at least one translated image by translating a surrounding environment on the composite image, and a process of inputting the translated image into an object detector, to thereby allow the object detector to output detection information on the human-like figure representing the human-like figure detected in the translated image; and
(c) the safe clothing-pattern generating device performing a process of instructing a 1-st loss layer to calculate one or more losses by referring to the detection information on the human-like figure and at least one GT corresponding to the image of the human-like figure, and a process of updating the initial value of the specific clothing pattern by using the losses such that the losses are minimized.
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Abstract
A method for generating safe clothing patterns for a human-like figure is provided. The method includes steps of: a safe clothing-pattern generating device, (a) after acquiring an image of the human-like figure, generating a specific clothing pattern having an initial value, inputting the specific clothing pattern and the image of the human-like figure into a clothing composition network, combining the specific clothing pattern with a clothing of the human-like figure to generate a composite image; (b) inputting the composite image into an image translation network, translating surrounding environment on the composite image to generate a translated image, and inputting the translated image into an object detector to output detection information on the human-like figure; and (c) instructing a 1-st loss layer to calculate losses by referring to the detection information and a GT corresponding to the image of the human-like figure, and updating the initial value by using the losses.
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Citations
14 Claims
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1. A method for generating one or more safe clothing patterns to be used for a human-like figure, comprising steps of:
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(a) if at least one image of the human-like figure is acquired, a safe clothing-pattern generating device performing a process of generating at least one specific clothing pattern having an initial value, and a process of inputting the specific clothing pattern and the image of the human-like figure into a clothing composition network, to thereby allow the clothing composition network to combine the specific clothing pattern with a clothing of the human-like figure on the image of the human-like figure, and thus to generate at least one composite image corresponding to the image of the human-like figure; (b) the safe clothing-pattern generating device performing a process of inputting the composite image into an image translation network, to thereby allow the image translation network to generate at least one translated image by translating a surrounding environment on the composite image, and a process of inputting the translated image into an object detector, to thereby allow the object detector to output detection information on the human-like figure representing the human-like figure detected in the translated image; and (c) the safe clothing-pattern generating device performing a process of instructing a 1-st loss layer to calculate one or more losses by referring to the detection information on the human-like figure and at least one GT corresponding to the image of the human-like figure, and a process of updating the initial value of the specific clothing pattern by using the losses such that the losses are minimized. - View Dependent Claims (2, 3, 4, 5, 6, 7)
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8. A safe clothing-pattern generating device for generating one or more safe clothing patterns to be used for a human-like figure, comprising:
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at least one memory that stores instructions; and at least one processor configured to execute the instructions to perform or support another device to perform;
(I) if at least one image of the human-like figure is acquired, a process of generating at least one specific clothing pattern having an initial value, and a process of inputting the specific clothing pattern and the image of the human-like figure into a clothing composition network, to thereby allow the clothing composition network to combine the specific clothing pattern with a clothing of the human-like figure on the image of the human-like figure, and thus to generate at least one composite image corresponding to the image of the human-like figure, (II) a process of inputting the composite image into an image translation network, to thereby allow the image translation network to generate at least one translated image by translating a surrounding environment on the composite image, and a process of inputting the translated image into an object detector, to thereby allow the object detector to output detection information on the human-like figure representing the human-like figure detected in the translated image, and (III) a process of instructing a 1-st loss layer to calculate one or more losses by referring to the detection information on the human-like figure and at least one GT corresponding to the image of the human-like figure, and a process of updating the initial value of the specific clothing pattern by using the losses such that the losses are minimized. - View Dependent Claims (9, 10, 11, 12, 13, 14)
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Specification