IP Library Granted Patent US 9,684,974
Granted Patent B2
US 9,684,974 · App. 13/931,989 · Granted Jun 20, 2017

Lossless compression of fragmented image data

Inventors: Moses Charikar (Princeton, NJ); Deepa Ramakrishna (Princeton, NJ)
Assignee: EMC IP Holding Company LLC
G06T9/00G06T9/005H04N19/13H04N19/146H04N19/182H04N19/88
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Quick Facts
Patent No.
US 9,684,974
App. No.
13/931,989
Granted
Jun 20, 2017
Kind
B2
Abstract

Lossless compression of fragmented image data is disclosed. In some embodiments, a stream of information comprising data elements having statistical characteristics is received. An encoded output is produced by an encoder comprising a data compressor that implements a variable length code that is adapted to the statistical characteristics of the data elements. The output and information from which the variable length code can be derived are stored.

Claims (38)

1. A system, comprising:

a processor configured to:

obtain a data input sequence comprising data elements having statistical characteristics, wherein the data input sequence corresponds to information that is received from one or more channels and transformed according to one or more transforms;

determine thresholds for grouping the data elements into levels based on the statistical characteristics of the data elements, wherein the thresholds are determined according to one or more of a distribution of values in corresponding intervals and a frequency of values in the corresponding intervals;

convert each of the data elements into a level and value pair representation according to the determined thresholds, wherein the level specifies high order bits and the value specifies low order bits;

encode the levels of the data elements using a variable length code adapted to the statistics of the levels of the data elements; and

generate a compressed output comprising information for reconstructing the variable length code, the encoded levels, and unencoded value bits; and

a memory that stores the compressed output.

2. The system of claim 1 , wherein the variable length code adapted to the statistics of the levels of the data elements is adapted to the frequencies of the levels of the data elements.

3. The system of claim 1 , wherein in a level and value pair representation of a data element, the level component specifies an interval in which the data element falls and the value component specifies a particular integer in that interval.

4. The system of claim 1 , wherein the data input sequence corresponds to information received from one of the one or more channels, and wherein the one or more transforms increases compressibility of the information received from the one of the one or more channels.

5. The system of claim 1 , wherein the compressed output comprises a lossless compression of the data input sequence.

6. A method, comprising:

obtaining a data input sequence comprising data elements having statistical characteristics, wherein the data input sequence corresponds to information that is received from one or more channels and transformed according to one or more transforms;

determining thresholds for grouping the data elements into levels based on the statistical characteristics of the data elements, wherein the thresholds are determined according to one or more of a distribution of values in corresponding intervals and a frequency of values in the corresponding intervals;

converting each of the data elements into a level and value pair representation according to the determined thresholds, wherein the level specifies high order bits and the value specifies low order bits;

encoding the levels of the data elements using a variable length code adapted to the statistics of the levels of the data elements;

generating a compressed output comprising information for reconstructing the variable length code, the encoded levels, and unencoded value bits; and

storing the compressed output.

7. A computer program product embodied in a non-transitory computer readable storage medium and comprising computer instructions for:

obtaining a data input sequence comprising data elements having statistical characteristics, wherein the data input sequence corresponds to information that is received from one or more channels and transformed according to one or more transforms;

determining thresholds for grouping the data elements into levels based on the statistical characteristics of the data elements, wherein the thresholds are determined according to one or more of a distribution of values in the corresponding intervals and a frequency of values in corresponding intervals;

converting each of the data elements into a level and value pair representation according to the determined thresholds, wherein the level specifies high order bits and the value specifies low order bits;

encoding the levels of the data elements using a variable length code adapted to the statistics of the levels of the data elements;

generating a compressed output comprising information for reconstructing the variable length code, the encoded levels, and unencoded value bits; and

storing the compressed output.

8. The system of claim 1 , wherein the determined thresholds are data type adaptive and depend on the kind of data comprising the data input sequence.

9. The system of claim 1 , wherein the determined thresholds are data instance adaptive and depend on the actual data comprising the data input sequence.

10. The system of claim 1 , wherein the level and value pair representation correspond to a signed representation.

11. The system of claim 1 , wherein the level and value pair representation correspond to an unsigned representation.

12. The system of claim 1 , wherein the level and value pair representation correspond to an unsigned representation and signs of the data elements are represented separately in the compressed output.

13. The system of claim 1 , wherein the variable length code comprises a Huffman code.

14. The system of claim 1 , wherein to encode the levels comprises to encode each level using information about a previous level in the sequence.

15. The system of claim 1 , wherein to encode the levels comprises to divide the levels into groups and generate a separate variable length code for each group.

16. The system of claim 1 , wherein the data input sequence correspond to a fragment of an image.

17. The system of claim 16 , wherein the fragment is independently compressed and decompressed.

18. The system of claim 1 , wherein the system comprises a hardware accelerator.

19. The system of claim 1 , wherein the system comprises a camera chip.

Assignments (10)
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (053546/0001) Recorded Jun 23, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC IP HOLDING COMPANY LLC
Reel/Frame 071642/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (045455/0001) Recorded May 20, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061753/0001 →
RELEASE OF SECURITY INTEREST IN PATENTS PREVIOUSLY RECORDED AT REEL/FRAME (040136/0001) Recorded Apr 26, 2022
From: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
To: DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO ASAP SOFTWARE EXPRESS, INC.); DELL MARKETING L.P. (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO CREDANT TECHNOLOGIES, INC.); DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL PRODUCTS L.P.; DELL MARKETING CORPORATION (SUCCESSOR-IN-INTEREST TO FORCE10 NETWORKS, INC. AND WYSE TECHNOLOGY L.L.C.); EMC CORPORATION (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MAGINATICS LLC); EMC IP HOLDING COMPANY LLC (ON BEHALF OF ITSELF AND AS SUCCESSOR-IN-INTEREST TO MOZY, INC.); SCALEIO LLC
Reel/Frame 061324/0001 →
RELEASE OF SECURITY INTEREST Recorded Nov 3, 2021
From: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH
To: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL, L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; WYSE TECHNOLOGY L.L.C.
Reel/Frame 058216/0001 →
SECURITY AGREEMENT Recorded Apr 22, 2020
From: CREDANT TECHNOLOGIES INC.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; FORCE10 NETWORKS, INC.; WYSE TECHNOLOGY L.L.C.; EMC IP HOLDING COMPANY LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 053546/0001 →
SECURITY AGREEMENT Recorded Mar 21, 2019
From: CREDANT TECHNOLOGIES, INC.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL USA L.P.; EMC CORPORATION; FORCE10 NETWORKS, INC.; WYSE TECHNOLOGY L.L.C.; EMC IP HOLDING COMPANY LLC
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A.
Reel/Frame 049452/0223 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 29, 2016
From: EMC CORPORATION
To: EMC IP HOLDING COMPANY LLC
Reel/Frame 040203/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: THE BANK OF NEW YORK MELLON TRUST COMPANY, N.A., AS NOTES COLLATERAL AGENT
Reel/Frame 040136/0001 →
SECURITY AGREEMENT Recorded Sep 21, 2016
From: ASAP SOFTWARE EXPRESS, INC.; AVENTAIL LLC; CREDANT TECHNOLOGIES, INC.; DELL USA L.P.; DELL INTERNATIONAL L.L.C.; DELL MARKETING L.P.; DELL PRODUCTS L.P.; DELL SOFTWARE INC.; DELL SYSTEMS CORPORATION; EMC CORPORATION; EMC IP HOLDING COMPANY LLC; FORCE10 NETWORKS, INC.; MAGINATICS LLC; MOZY, INC.; SCALEIO LLC; SPANNING CLOUD APPS LLC; WYSE TECHNOLOGY L.L.C.
To: CREDIT SUISSE AG, CAYMAN ISLANDS BRANCH, AS COLLATERAL AGENT
Reel/Frame 040134/0001 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Sep 7, 2013
From: CHARIKAR, MOSES; RAMAKRISHNA, DEEPA
To: EMC CORPORATION
Reel/Frame 031159/0996 →
Continuity (2)
Provisional Application 61691735 · Aug 21, 2012
Related Publication 20140056533A1 · Feb 27, 2014