Methods of batch-based DNN processing for efficient analytics
US-12586153-B2 · Mar 24, 2026 · US
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Desappan Kumar patents
Desappan Kumar is listed as an inventor on 52 patents in our database. Major assignees and classification codes are summarized below.
| Metric | Value |
|---|---|
| Inventor | Desappan Kumar |
| Total patents | 52 |
| First publication | Apr 28, 2016 |
| Latest publication | Mar 24, 2026 |
Notable patents
Publications ranked by popularity score, then publication date.
Bias scaling for n-bit constrained hardware acceleration
US-12579213-B2 · Mar 17, 2026 · US
Memory sharing for machine learning processing
US-12443447-B2 · Oct 14, 2025 · US
Quantization for neural networks
US-2025045572-A1 · Feb 6, 2025 · US
Parametric Power-Of-2 Clipping Activations for Quantization for Convolutional Neural Networks
US-2024394543-A1 · Nov 28, 2024 · US
Masking a region of multimedia data
US-2024340430-A1 · Oct 10, 2024 · US
Memory sharing for machine learning processing
US-2024320045-A1 · Sep 26, 2024 · US
Parametric power-of-2 clipping activations for quantization for convolutional neural networks
US-12099930-B2 · Sep 24, 2024 · US
Methods and systems for masking multimedia data
US-12022093-B2 · Jun 25, 2024 · US
Memory sharing for machine learning processing
US-11995472-B2 · May 28, 2024 · US
Recent patents
Latest publications not already listed above.
Reduced complexity convolution for convolutional neural networks
US-11915117-B2 · Feb 27, 2024 · US
Methods of batch-based dnn processing for efficient analytics
US-2024046413-A1 · Feb 8, 2024 · US
Systems and methods for identifying scaling factors for deep neural networks
US-2024036816-A1 · Feb 1, 2024 · US
Systems and methods for image feature extraction
US-11887346-B2 · Jan 30, 2024 · US
Super-tiling in neural network processing to enable analytics at lower memory speed
US-11748599-B2 · Sep 5, 2023 · US
Scheduling of inference models based on preemptable boundaries
US-2023252328-A1 · Aug 10, 2023 · US
Systems and methods for image feature extraction
US-2023206604-A1 · Jun 29, 2023 · US
Video object detection
US-11688078-B2 · Jun 27, 2023 · US
Systems and methods for image feature extraction
US-11615612-B2 · Mar 28, 2023 · US
Reconfigurable execution of machine learning networks
US-2023064481-A1 · Mar 2, 2023 · US
Dynamic quantization for deep neural network inference system and method
US-11580719-B2 · Feb 14, 2023 · US
Memory sharing for machine learning processing
US-2023013998-A1 · Jan 19, 2023 · US
Co-operative and adaptive machine learning execution engines
US-2023004855-A1 · Jan 5, 2023 · US
Orchestration of multi-core machine learning processors
US-2022391776-A1 · Dec 8, 2022 · US
Technique for bit up-conversion with sign extension
US-2022326909-A1 · Oct 13, 2022 · US
Sparsified Training of Convolutional Neural Networks
US-2022327355-A1 · Oct 13, 2022 · US
Methods and systems for masking multimedia data
US-2022295079-A1 · Sep 15, 2022 · US
Methods and systems for masking multimedia data
US-11368699-B2 · Jun 21, 2022 · US
Systems and methods for image feature extraction
US-2022180476-A1 · Jun 9, 2022 · US
Bias scaling for n-bit constrained hardware acceleration
US-2022164411-A1 · May 26, 2022 · US
Major assignees
Companies most often associated with this inventor's publications.
| Assignee | Patents |
|---|---|
| Texas Instruments Inc | 52 |
| Texas Instmments Incorporated | 1 |
Top CPC classifications
Most common classification codes across this inventor's patents.
| CPC | Patents |
|---|---|
| G06N3/0464 | 26 |
| G06N3/045 | 22 |
| G06N3/084 | 21 |
| G06N3/08 | 19 |
| G06N3/0495 | 16 |