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公开(公告)号:US20230070944A1
公开(公告)日:2023-03-09
申请号:US17467282
申请日:2021-09-06
Applicant: NEC CORPORATION
Inventor: Charvi VITTHAL , Florian BEYE , Koichi NIHEI , Hayato ITSUMI , Takanori IWAI
Abstract: A system includes a non-transitory computer readable medium configured to store instructions thereon; and a processor connected to the non-transitory computer readable medium. The processor is configured to execute the instructions for generating a mask based on received data from a sensor, wherein the mask includes a plurality of importance values, and each region of the received data is designated a corresponding importance value of the plurality of importance values. The processor is configured to execute the instructions for encoding the received data based on the mask; and transmitting the encoded data to a decoder for defining reconstructed data. The processor is configured to execute the instructions for computing a loss based on the reconstructed data, the received data and the mask. The processor is configured to execute the instructions for providing training to an encoder for encoding the received data based on the computed loss.
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公开(公告)号:US20240236316A9
公开(公告)日:2024-07-11
申请号:US18277719
申请日:2021-02-24
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Takanori IWAI , Yusuke SHINOHARA , Florian BEYE , Charvi VITTHAL
IPC: H04N19/119 , H04N19/124
CPC classification number: H04N19/119 , H04N19/124
Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus (1) includes: an obtaining means (10) for obtaining input data which includes at least one of image data and point cloud data; an estimating means (11) for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means (12) for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means (13) for deriving an evaluation value by referring to the replaced data; and a training means (14) for training the estimating means with reference to the evaluation value.
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公开(公告)号:US20240137508A1
公开(公告)日:2024-04-25
申请号:US18277719
申请日:2021-02-24
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Taranori IWAI , Yusuke SHINOHARA , Florian BEYE , Charvi VITTHAL
IPC: H04N19/119 , H04N19/124
CPC classification number: H04N19/119 , H04N19/124
Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus (1) includes: an obtaining means (10) for obtaining input data which includes at least one of image data and point cloud data; an estimating means (11) for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means (12) for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means (13) for deriving an evaluation value by referring to the replaced data; and a training means (14) for training the estimating means with reference to the evaluation value.
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公开(公告)号:US20240135560A1
公开(公告)日:2024-04-25
申请号:US18277723
申请日:2022-02-14
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Florian BEYE , Charvi VITTHAL , Takanori IWAI , Yusuke SHINOHARA
CPC classification number: G06T7/50 , G06T7/10 , G06T2207/20081
Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus includes: an obtaining means for obtaining input data which includes at least one of image data and point cloud data; an estimating means for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means for deriving an evaluation value by referring to the replaced data; and a training means for training the estimating means with reference to the evaluation value.
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5.
公开(公告)号:US20230343106A1
公开(公告)日:2023-10-26
申请号:US18028046
申请日:2020-10-02
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Yusuke SHINOHARA , Koichi NIHEI , Takanori IWAI , Florian BEYE , Charvi VITTHAL
CPC classification number: G06V20/58 , G06T7/50 , G06V20/588 , H04N7/183 , G06T2207/20021 , G06T2207/30256 , G06T2207/30261
Abstract: The present disclosure provides an information processing apparatus and the like capable of specifying an object in an image that may affect traveling of a vehicle. An information processing apparatus includes: an acquisition unit that acquires an image captured by an image capturing unit mounted on a vehicle; an object detection unit that detects one or more objects in the acquired image; a traveling region specifying unit that specifies a traveling region, in which the vehicle is traveling, from regions in the acquired image; and a determination unit that determines, based on the traveling region, an image processing region, which is subjected to image processing, among regions of the one or more objects.
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公开(公告)号:US20240236317A9
公开(公告)日:2024-07-11
申请号:US18277723
申请日:2022-02-14
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Florian BEYE , Charvi VITTHAL , Takanori IWAI , Yusuke SHINOHARA
CPC classification number: G06T7/50 , G06T7/10 , G06T2207/20081
Abstract: To provide a technique which makes it possible to suitably estimate an important region and a non-important region in an image, an information processing apparatus includes: an obtaining means for obtaining input data which includes at least one of image data and point cloud data; an estimating means for estimating levels of importance with respect to a respective plurality of regions which are included in a frame indicated by the input data; a replacing means for generating replaced data by replacing at least one of the plurality of regions, which are included in the input data, with alternative data in accordance with the levels of importance; an evaluating means for deriving an evaluation value by referring to the replaced data; and a training means for training the estimating means with reference to the evaluation value.
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公开(公告)号:US20240048703A1
公开(公告)日:2024-02-08
申请号:US18266173
申请日:2020-12-15
Applicant: NEC Corporation
Inventor: Florian BEYE , Hayato ITSUMI , Koichi NIHEI , Charvi VITTHAL , Yusuke SHINOHARA , Takanori IWAI
IPC: H04N19/124 , H04N19/182 , H04N19/91
CPC classification number: H04N19/124 , H04N19/182 , H04N19/91
Abstract: Estimating determines, on the basis of processed quantized values, a quantization interval for quantizing input element values, which are elements of input values serving as a processing object and determines, on the basis of the processed quantized values, a probability distribution of quantization value candidates, which are candidates of quantized values of the input element values; quantizing uses the quantization interval to quantize the input element values and determine a quantized value; and entropy encoding uses the probability distribution to perform entropy encoding of a quantization time sequence which includes quantized value codes indicating the quantized values of the input element values.
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公开(公告)号:US20230367311A1
公开(公告)日:2023-11-16
申请号:US18029294
申请日:2020-10-02
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Takanori IWAI , Yusuke SHINOHARA , Florian BEYE , Charvi VITTHAL
IPC: G05D1/00
CPC classification number: G05D1/0038 , G05D1/0077 , G05D2201/0213
Abstract: A monitoring person can rapidly take a countermeasure against a situation occurring in a moving object. Image reception means (31) receives image data obtained by imaging the outside of the moving object. Candidate acquisition means (32) acquires control content candidates of autonomous driving of the moving object. Monitoring screen display means (33) causes a display apparatus to display a monitoring screen. The monitoring screen includes a region where the image data is displayed and a region where the control content candidates are displayed. When one control content is selected from the control content candidates, control content transmission means (34) transmits a control signal representing the selected control content to the moving object.
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9.
公开(公告)号:US20240129514A1
公开(公告)日:2024-04-18
申请号:US18277553
申请日:2021-02-24
Applicant: NEC Corporation
Inventor: Hayato ITSUMI , Koichi NIHEI , Takanori IWAI , Yusuke SHINOHARA , Florian BEYE , Charvi VITTHAL
IPC: H04N19/463 , G06T7/00 , H04N19/17 , H04N19/42 , H04N19/48
CPC classification number: H04N19/463 , G06T7/0002 , H04N19/17 , H04N19/42 , H04N19/48 , H04N7/183
Abstract: Provided is an image processing apparatus which makes it possible to, during remote control, carry out suitable monitoring while suitably suppressing a transmission load. An image processing apparatus includes: an obtaining means for obtaining an image which has been captured from a movable body; an importance level estimating means for estimating levels of importance with respect to a respective plurality of regions included in the image; and a quality parameter determining means for determining quality parameters with respect to the respective plurality of regions with reference to the levels of importance.
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公开(公告)号:US20240078411A1
公开(公告)日:2024-03-07
申请号:US18280391
申请日:2021-03-09
Applicant: NEC Corporation
Inventor: Florian BEYE , Hayato ITSUMI , Yusuke SHINOHARA , Charvi VITTHAL , Koichi NIHEI , Takanori IWAI
IPC: G06N3/0455
CPC classification number: G06N3/0455
Abstract: A first distribution estimating device determines a first probability distribution of quantized values in a predetermined value range corresponding to an input value, by using a first machine learning model. A first sampling device samples the quantized values and determines a first sample value, using the first probability distribution. A second distribution estimating device determines a second probability distribution corresponding to the first sample value, by using a second machine learning model. A second sampling device samples the quantized values in the value range and determines a second sample value, using the second probability distribution. It can be implemented in the form of any of an information processing system, an encoding device, a decoding device, a model learning device, an information processing method, an encoding method, a decoding method, a model learning method, and a program storage medium.
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