Method And System Of Compressing Neural Network Models Based On Multi

Method And System Of Compressing Neural Network Models Based On Multi Criteria Based Filter Redundancy Detection

Abstract: A method and system of compressing a neural network model (NNM) is disclosed. The method includes determining a set of criteria based redundant filters from a set of filters, in a corresponding layer, based on each of the plurality of predefined redundancy detection criteria. A set of redundant filters is identified from the set of criteria based redundant filters based on a first intersection score among the set of criteria based redundant filters. Further, the set of redundant filters is identified from the set of criteria based redundant filters based on a normalized minimum or a normalized maximum. The NNM is compressed based on the set of redundant filters for each of the layer. [FIG 1]

Patent Information

Application #

Filing Date

28 June 2023

Publication Number

2/2025

Publication Type

INA

Invention Field

COMPUTER SCIENCE

Status

Email

Parent Application

Applicants

L&T TECHNOLOGY SERVICES LIMITED

DLF IT SEZ Park, 2nd Floor – Block 3, 1/124, Mount Poonamallee Road, Ramapuram, Chennai - 600 089, Tamil Nadu, India

Inventors

1. SURESH GUNASEKARAN

No.1, Kajivadai Street, Arani, Arni, Tiruvannamalai, Tamil Nadu, India – 632301.

2. VIKRAM SUBRAMANI

II/21, Melkottai, Guruvinayanapalli, Bargur, Krishnagiri, Tamil Nadu, India - 635120

3. SUDHIR BHADAURIA

25, Madhav Park 3, Vastral Road, Pranami Nagar, Ahmedabad, Gujarat, India - 382418

4. SANTHIYA RAJAN

New No:199 / Old No: 374 – A, Periyar Nagar, Sowripalayam Road, Coimbatore, Tamil Nadu, India – 641045.

Specification

Description:PLEASE REFER THE ATTACHMENT , Claims:PLEASE REFER THE ATTACHMENT

Documents

Application Documents

#	Name	Date
1	202341043447-STATEMENT OF UNDERTAKING (FORM 3) [28-06-2023(online)].pdf	2023-06-28
2	202341043447-REQUEST FOR EXAMINATION (FORM-18) [28-06-2023(online)].pdf	2023-06-28
3	202341043447-PROOF OF RIGHT [28-06-2023(online)].pdf	2023-06-28
4	202341043447-POWER OF AUTHORITY [28-06-2023(online)].pdf	2023-06-28
5	202341043447-FORM 18 [28-06-2023(online)].pdf	2023-06-28
6	202341043447-FORM 1 [28-06-2023(online)].pdf	2023-06-28
7	202341043447-DRAWINGS [28-06-2023(online)].pdf	2023-06-28
8	202341043447-DECLARATION OF INVENTORSHIP (FORM 5) [28-06-2023(online)].pdf	2023-06-28
9	202341043447-COMPLETE SPECIFICATION [28-06-2023(online)].pdf	2023-06-28
10	202341043447-Form 1 (Submitted on date of filing) [02-08-2023(online)].pdf	2023-08-02
11	202341043447-Covering Letter [02-08-2023(online)].pdf	2023-08-02
12	202341043447-FORM 3 [26-02-2024(online)].pdf	2024-02-26