公开(公告)号：US20210142448A1

公开(公告)日：2021-05-13

申请号：US17090170

申请日：2020-11-05

Applicant: Intel Corporation

Inventor： Anbang Yao ,  Ming Lu ,  Yikai Wang ,  Xiaoming Chen ,  Junjie Huang ,  Tao Lv ,  Yuanke Luo ,  Yi Yang ,  Feng Chen ,  Zhiming Wang ,  Zhiqiao Zheng ,  Shandong Wang

IPC: G06T5/00 ,  G06N3/04

Abstract: Embodiments are generally directed to an adaptive deformable kernel prediction network for image de-noising. An embodiment of a method for de-noising an image by a convolutional neural network implemented on a compute engine, the image including a plurality of pixels, the method comprising: for each of the plurality of pixels of the image, generating a convolutional kernel having a plurality of kernel values for the pixel; generating a plurality of offsets for the pixel respectively corresponding to the plurality of kernel values, each of the plurality of offsets to indicate a deviation from a pixel position of the pixel; determining a plurality of deviated pixel positions based on the pixel position of the pixel and the plurality of offsets; and filtering the pixel with the convolutional kernel and pixel values of the plurality of deviated pixel positions to obtain a de-noised pixel.

公开(公告)号：US20210035255A1

公开(公告)日：2021-02-04

申请号：US16928353

申请日：2020-07-14

Applicant: Intel Corporation

Inventor： Eriko Nurvitadhi ,  Balaji Vembu ,  Nicolas C. Galoppo Von Borries ,  Rajkishore Barik ,  Tsung-Han Lin ,  Kamal Sinha ,  Nadathur Rajagopalan Satish ,  Jeremy Bottleson ,  Farshad Akhbari ,  Altug Koker ,  Narayan Srinivasa ,  Dukhwan Kim ,  Sara S. Baghsorkhi ,  Justin E. Gottschlich ,  Feng Chen ,  Elmoustapha Ould-Ahmed-Vall ,  Kevin Nealis ,  Xiaoming Chen ,  Anbang Yao

IPC: G06T1/20 ,  G06N3/04 ,  G06N3/063 ,  G06F9/38 ,  G06F9/30 ,  G06N3/08

Abstract: One embodiment provides for a compute apparatus to perform machine learning operations, the compute apparatus comprising a decode unit to decode a single instruction into a decoded instruction, the decoded instruction to cause the compute apparatus to perform a complex machine learning compute operation.

公开(公告)号：US10902547B2

公开(公告)日：2021-01-26

申请号：US15819093

申请日：2017-11-21

Applicant: Intel Corporation

Inventor： Prasoonkumar Surti ,  Narayan Srinivasa ,  Feng Chen ,  Joydeep Ray ,  Ben J. Ashbaugh ,  Nicolas C. Galoppo Von Borries ,  Eriko Nurvitadhi ,  Balaji Vembu ,  Tsung-Han Lin ,  Kamal Sinha ,  Rajkishore Barik ,  Sara S. Baghsorkhi ,  Justin E. Gottschlich ,  Altug Koker ,  Nadathur Rajagopalan Satish ,  Farshad Akhbari ,  Dukhwan Kim ,  Wenyin Fu ,  Travis T. Schluessler ,  Josh B. Mastronarde ,  Linda L. Hurd ,  John H. Feit ,  Jeffery S. Boles ,  Adam T. Lake ,  Karthik Vaidyanathan ,  Devan Burke ,  Subramaniam Maiyuran ,  Abhishek R. Appu

IPC: G06T1/20 ,  G06N3/04 ,  G06F9/455 ,  G06F9/50 ,  G06N3/063 ,  G06N3/08 ,  G06F8/41

Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a plurality of processing units each comprising a plurality of execution units (EUs), wherein the plurality of EUs comprise a first EU type and a second EU type.

公开(公告)号：US20200226096A1

公开(公告)日：2020-07-16

申请号：US16744407

申请日：2020-01-16

Applicant: Intel Corporation

Inventor： Altug Koker ,  Farshad Akhbari ,  Feng Chen ,  Dukhwan Kim ,  Narayan Srinivasa ,  Nadathur Rajagopalan Satish ,  Liwei Ma ,  Jeremy Bottleson ,  Eriko Nurvitadhi ,  Joydeep Ray ,  Ping T. Tang ,  Michael S. Strickland ,  Xiaoming Chen ,  Tatiana Shpeisman ,  Abhishek R. Appu

IPC: G06F15/80 ,  G06F13/40 ,  G06T1/20 ,  G06F9/30 ,  G06F13/00 ,  G06N3/04 ,  G06N3/063 ,  G06N3/08

Abstract: An integrated circuit (IC) package apparatus is disclosed. The IC package includes one or more processing units and a bridge, mounted below the one or more processing unit, including one or more arithmetic logic units (ALUs) to perform atomic operations.

公开(公告)号：US20200013194A1

公开(公告)日：2020-01-09

申请号：US16511757

申请日：2019-07-15

Applicant: Intel Corporation

Inventor： Abhishek R. Appu ,  Altug Koker ,  Joydeep Ray ,  Balaji Vembu ,  Prasoonkumar Surti ,  Kamal Sinha ,  Nadathur Rajagoplan Satish ,  Narayan Srinivasa ,  Feng Chen ,  Dukhwan Kim ,  Farshad Akhbari

IPC: G06T9/00

Abstract: An apparatus to facilitate compute compression is disclosed. The apparatus includes a graphics processing unit including mapping logic to map a first block of integer pixel data to a compression block and compression logic to compress the compression block.

公开(公告)号：US20190304054A1

公开(公告)日：2019-10-03

申请号：US16446398

申请日：2019-06-19

Applicant: Intel Corporation

Inventor： Abhishek R. Appu ,  Altug Koker ,  Linda L. Hurd ,  Dukhwan Kim ,  Mike B. Macpherson ,  John C. Weast ,  Feng Chen ,  Farshad Akhbari ,  Narayan Srinivasa ,  Nadathur Rajagopalan Satish ,  Joydeep Ray ,  Ping T. Tang ,  Michael S. Strickland ,  Xiaoming Chen ,  Anbang Yao ,  Tatiana Shpeisman

IPC: G06T1/20 ,  G06N3/08 ,  G06N3/04 ,  G06T15/00 ,  G09G5/36 ,  G06F9/30 ,  G06F3/14 ,  G06N3/063 ,  G06F9/38

Abstract: An apparatus to facilitate compute optimization is disclosed. The apparatus includes a mixed precision core to perform a mixed precision multi-dimensional matrix multiply and accumulate operation on 16-bit and/or 32 bit floating-point elements.

公开(公告)号：US10410115B2

公开(公告)日：2019-09-10

申请号：US15581133

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Brian T. Lewis ,  Feng Chen ,  Jeffrey R. Jackson ,  Justin E. Gottschlich ,  Rajkishore Barik ,  Xiaoming Chen ,  Prasoonkumar Surti ,  Mike B. Macpherson ,  Murali Sundaresan

IPC: G01C22/00 ,  G06N3/063 ,  B60W30/095 ,  G06N3/00 ,  G06N3/04 ,  G01C21/34

Abstract: A mechanism is described for facilitating smart collection of data and smart management of autonomous machines. A method of embodiments, as described herein, includes detecting one or more sets of data from one or more sources over one or more networks, and combining a first computation directed to be performed locally at a local computing device with a second computation directed to be performed remotely at a remote computing device in communication with the local computing device over the one or more networks, where the first computation consumes low power, wherein the second computation consumes high power.

公开(公告)号：US10346166B2

公开(公告)日：2019-07-09

申请号：US15581080

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Feng Chen ,  Narayan Srinivasa ,  Abhishek R. Appu ,  Altug Koker ,  Kamal Sinha ,  Balaji Vembu ,  Joydeep Ray ,  Nicolas C. Galoppo Von Borries ,  Prasoonkumar Surti ,  Ben J. Ashbaugh ,  Sanjeev Jahagirdar ,  Vasanth Ranganathan

IPC: G06T1/00 ,  G06F9/30 ,  G06F9/38 ,  G06F12/0862 ,  G06F12/0875 ,  G06F9/50

Abstract: A mechanism is described for facilitating intelligent dispatching and vectorizing at autonomous machines. A method of embodiments, as described herein, includes detecting a plurality of threads corresponding to a plurality of workloads associated with tasks relating to a graphics processor. The method may further include determining a first set of threads of the plurality of threads that are similar to each other or have adjacent surfaces, and physically clustering the first set of threads close together using a first set of adjacent compute blocks.

公开(公告)号：US20180314521A1

公开(公告)日：2018-11-01

申请号：US15581080

申请日：2017-04-28

Applicant: Intel Corporation

Inventor： Feng Chen ,  Narayan Srinivasa ,  Abhishek R. Appu ,  Altug Koker ,  Kamal Sinha ,  Balaji Vembu ,  Joydeep Ray ,  Nicolas C. Galoppo Von Borries ,  Prasoonkumar Surti ,  Ben J. Ashbaugh ,  Sanjeev Jahagirdar ,  Vasanth Ranganathan

IPC: G06F9/30 ,  G06F9/38 ,  G06F12/0862 ,  G06F12/0875

CPC classification number: G06F9/3009 ,  G06F9/30036 ,  G06F9/30145 ,  G06F9/3836 ,  G06F9/3867 ,  G06F9/3887 ,  G06F9/5033 ,  G06F9/5066 ,  G06F12/0862 ,  G06F12/0875 ,  G06F2212/452 ,  G06F2212/602

Abstract: A mechanism is described for facilitating intelligent dispatching and vectorizing at autonomous machines. A method of embodiments, as described herein, includes detecting a plurality of threads corresponding to a plurality of workloads associated with tasks relating to a graphics processor. The method may further include determining a first set of threads of the plurality of threads that are similar to each other or have adjacent surfaces, and physically clustering the first set of threads close together using a first set of adjacent compute blocks.

公开(公告)号：US20180285734A1

公开(公告)日：2018-10-04

申请号：US15477056

申请日：2017-04-01

Applicant: Intel Corporation

Inventor： Feng Chen ,  Anbang Yao

IPC: G06N3/08 ,  G06N3/063 ,  G06N3/04

Abstract: An apparatus to facilitate calibration of a neural network (NN) is disclosed. The apparatus includes scoring logic to simultaneously test accuracy of a plurality of versions of a NN model based on received input data and select a first of the plurality of model versions having a highest accuracy.