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公开(公告)号:US20230325961A1
公开(公告)日:2023-10-12
申请号:US18008544
申请日:2021-06-21
Applicant: Google LLC
Inventor: Dake He , Tianhao Zhang , Elnaz Barshan Tashnizi , Xiyang Luo , Huiwen Chang , Feng Yang , Ryan Matthew Haggarty
CPC classification number: G06T1/005 , G06T7/11 , G06T3/40 , G06T2201/0083 , G06T2207/20081 , G06T2201/0065
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for determining a visually imperceptible or a visually perceptible watermark and outputting a result based on the determination. A watermark decoder receives an input image. The watermark decoder applies a decoder machine learning model to decode a watermarks at different levels of zoom. The water mark decoder determines whether a watermark was decoded to obtain a decoded watermark. The watermark decoder outputs a result based on the determination whether the watermark was decoded through application of the decoder machine learning model to the input image that includes outputting a zoomed output decoded through application of the decoder machine learning model to the input image.
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公开(公告)号:US20240087075A1
公开(公告)日:2024-03-14
申请号:US18027418
申请日:2022-01-11
Applicant: Google LLC
Inventor: Xiyang Luo , Feng Yang , Elnaz Barshan Tashnizi , Dake He , Ryan Matthew Haggarty , Michael Gene Goebel
CPC classification number: G06T1/0028 , G06T3/4046 , G06T7/0002 , G06T7/11 , G06T2201/0202 , G06T2207/20081 , G06T2207/20084 , G06T2207/30168
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for generating and decoding watermarks. An image and a data item is received. The encoder generates a first watermark and then a second watermark is generated using multiple first watermarks. The second watermark is used to watermark the image by overlaying the second watermark over the image. To decode the watermark, presence of a watermark is determined on a portion of an image. A distortion model determines distortions in the image and modifies the portion of the image based on the predicted distortions. The modified portion is decoded using the decoder to obtain a predicted first data item that is further used to validate the watermark based on the first data item.
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公开(公告)号:US20220247884A1
公开(公告)日:2022-08-04
申请号:US17727257
申请日:2022-04-22
Applicant: Google LLC
Inventor: Abdullah Hassan Gharaibeh , Michal Dabrowski , Ryan Matthew Haggarty , Igor Foox-Rapoport , Wan Wang , Duncan Geoffrey Hector Wood , Dany Kuminov , Matthew Young-Lai , Bhavin Vyas , George Jacob Levitte , Jean Semere
IPC: H04N1/32 , H04N21/8358 , G06F21/16 , H04N21/426 , G06T1/00 , H04N19/423
Abstract: A watermark image may be generated that includes a first set of encoded pixels each of which is assigned a first transparency value and a second set of encoded pixels each of which is assigned a second transparency value, the second transparency level being different from the first transparency level. The encoded pixels may be distributed among a set of blank pixels such that each encoded pixel neighbors one or more blank pixels in the watermark image, and in particular at least two blank pixels in the watermark image. Herein, each blank pixel may be assigned the second transparency value. The watermark image may be overlaid and blended over a background source image to create an encoded source image. A decoder system may recover encoded information from the encoded source image.
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公开(公告)号:US11343402B2
公开(公告)日:2022-05-24
申请号:US16840909
申请日:2020-04-06
Applicant: Google LLC
Inventor: Abdullah Hassan Gharaibeh , Michal Dabrowski , Ryan Matthew Haggarty , Igor Foox-Rapoport , Wan Wang , Duncan Geoffrey Hector Wood , Dany Kuminov , Matthew Young-Lai , Bhavin Vyas , George Jacob Levitte , Jean Semere
IPC: H04N1/32 , H04N21/8358 , G06F21/16 , H04N21/426 , G06T1/00 , H04N19/423
Abstract: A watermark image may be generated that includes a first set of encoded pixels each of which is assigned a first transparency value and a second set of encoded pixels each of which is assigned a second transparency value, the second transparency level being different from the first transparency level. The encoded pixels may be distributed among a set of blank pixels such that each encoded pixel neighbors one or more blank pixels in the watermark image, and in particular at least two blank pixels in the watermark image. Herein, each blank pixel may be assigned the second transparency value. The watermark image may be overlaid and blended over a background source image to create an encoded source image. A decoder system may recover encoded information from the encoded source image.
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公开(公告)号:US20230325959A1
公开(公告)日:2023-10-12
申请号:US17926213
申请日:2021-06-21
Applicant: Google LLC
Inventor: Dake He , Tianhao Zhang , Elnaz Barshan Tashnizi , Xiyang Luo , Huiwen Chang , Feng Yang , Ryan Matthew Haggarty
IPC: G06T1/00 , G06T3/40 , G06T5/20 , G06V10/764
CPC classification number: G06T1/0021 , G06T3/40 , G06T5/20 , G06V10/764 , G06T2201/0065 , G06T2207/20081
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for detecting and decoding a visually imperceptible or perceptible watermark. A watermark detection apparatus determines whether the particular image includes a visually imperceptible or perceptible watermark using detector a machine learning model. If the watermark detection apparatus detects a watermark, the particular image is routed to a watermark decoder. If the watermark detection apparatus cannot detect a watermark in the particular image, the particular image is filtered from further processing. The watermark decoder decodes the visually imperceptible or perceptible watermark detected in the particular image. After decoding, an item depicted in the particular image is validated based data extracted from the decoded visually imperceptible or perceptible watermark.
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公开(公告)号:US20200304678A1
公开(公告)日:2020-09-24
申请号:US16840909
申请日:2020-04-06
Applicant: Google LLC
Inventor: Abdullah Hassan Gharaibeh , Michal Dabrowski , Ryan Matthew Haggarty , Igor Foox-Rapoport , Wan Wang , Duncan Geoffrey Hector Wood , Dany Kuminov , Matthew Young-Lai , Bhavin Vyas , George Jacob Levitte , Jean Semere
IPC: H04N1/32 , H04N21/8358 , G06F21/16 , H04N21/426 , G06T1/00 , H04N19/423
Abstract: A watermark image may be generated that includes a first set of encoded pixels each of which is assigned a first transparency value and a second set of encoded pixels each of which is assigned a second transparency value, the second transparency level being different from the first transparency level. The encoded pixels may be distributed among a set of blank pixels such that each encoded pixel neighbors one or more blank pixels in the watermark image, and in particular at least two blank pixels in the watermark image. Herein, each blank pixel may be assigned the second transparency value. The watermark image may be overlaid and blended over a background source image to create an encoded source image. A decoder system may recover encoded information from the encoded source image.
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公开(公告)号:US12238322B2
公开(公告)日:2025-02-25
申请号:US18008789
申请日:2022-01-11
Applicant: GOOGLE LLC
Inventor: Xiyang Luo , Feng Yang , Elnaz Barshan Tashnizi , Dake He , Ryan Matthew Haggarty , Michael Gene Goebel
IPC: H04N19/467 , G06T1/00
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for jointly training an encoder that generates a watermark and a decoder that decodes a data item encoded within the watermark. The training comprises obtaining a plurality of training images and data items. For each training image, a first watermark is generated using an encoder and a subsequent second watermark is generated by tiling two or more first watermarks. The training image is watermarked using the second watermark to generate a first error value and distortions are added to the watermarked image. A distortion detector predicts the distortions based on which the distorted image is modified. The modified image is decoded by the decoder to generate a predicted data item and a second error value. The training parameters of the encoder and decoder are adjusted based on the first and the second error value.
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公开(公告)号:US11968344B2
公开(公告)日:2024-04-23
申请号:US17727257
申请日:2022-04-22
Applicant: Google LLC
Inventor: Abdullah Hassan Gharaibeh , Michal Dabrowski , Ryan Matthew Haggarty , Igor Foox-Rapoport , Wan Wang , Duncan Geoffrey Hector Wood , Dany Kuminov , Matthew Young-Lai , Bhavin Vyas , George Jacob Levitte , Jean Semere
IPC: H04N1/32 , G06F21/16 , G06T1/00 , H04N19/423 , H04N21/426 , H04N21/8358
CPC classification number: H04N1/32331 , G06F21/16 , G06T1/0021 , G06T1/0028 , H04N1/32203 , H04N1/32208 , H04N1/32229 , H04N1/32251 , H04N1/32293 , H04N1/32309 , H04N19/423 , H04N21/42684 , H04N21/8358 , G06T2201/0051 , G06T2201/0083 , H04N2201/3233
Abstract: A watermark image may be generated that includes a first set of encoded pixels each of which is assigned a first transparency value and a second set of encoded pixels each of which is assigned a second transparency value, the second transparency level being different from the first transparency level. The encoded pixels may be distributed among a set of blank pixels such that each encoded pixel neighbors one or more blank pixels in the watermark image, and in particular at least two blank pixels in the watermark image. Herein, each blank pixel may be assigned the second transparency value. The watermark image may be overlaid and blended over a background source image to create an encoded source image. A decoder system may recover encoded information from the encoded source image.
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公开(公告)号:US20230362399A1
公开(公告)日:2023-11-09
申请号:US18008789
申请日:2022-01-11
Applicant: GOOGLE LLC
Inventor: Xiyang Luo , Feng Yang , Elnaz Barshan Tashnizi , Dake He , Ryan Matthew Haggarty , Michael Gene Goebel
IPC: H04N19/467 , G06T1/00
CPC classification number: H04N19/467 , G06T1/0021
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for jointly training an encoder that generates a watermark and a decoder that decodes a data item encoded within the watermark. The training comprises obtaining a plurality of training images and data items. For each training image, a first watermark is generated using an encoder and a subsequent second watermark is generated by tiling two or more first watermarks. The training image is watermarked using the second watermark to generate a first error value and distortions are added to the watermarked image. A distortion detector predicts the distortions based on which the distorted image is modified. The modified image is decoded by the decoder to generate a predicted data item and a second error value. The training parameters of the encoder and decoder are adjusted based on the first and the second error value.
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