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| Art Unit: | 2664 — Image analysis |
|---|---|
| Group: | 2660-2670 — Image Analysis; Applications; pattern Recognition; Color and Compression; Enhancement and Transformation |
| Classes: |
382 — Image analysis 706 — Data processing: artificial intelligence 701 — Data processing: vehicles, navigation, and relative location 356 — Optics: measuring and testing 705 — Data processing: financial, business practice, management, or cost/price determination 702 — Data processing: measuring, calibrating, or testing |
| Phone: | (571) 272-4539 |
| Email: | xiao.liu@uspto.gov |
| Location: | VA 22314 |
| Title: | Pat Examnr Elctrl Engrg |
| Service: | 6 years |
| Grade: | GS-14 |
| 3-Year Grant rate: | 88% over 147 cases |
|---|---|
| Difficulty: | Easier |
| Difficulty Percentile: | 23rd
|
With Examiner Liu, you have a 88% chance of getting an issued patent by 3 years after the first office action. Examiner Liu is an easier examiner and in the 23rd percentile across all examiners (with 100th percentile most difficult).
Below is the grant rate timeline for Examiner Liu, where the timeline is relative to the date of the first office action. The three-year grant rate is the percentage of applications granted at three years after the first office action.
Examiner Liu's grant rate is lower than that of Art Unit 2664 and higher than that of the USPTO.
| Average Office Actions Per Grant | |
|---|---|
| Examiner Liu | 1.4 |
| Art Unit 2664 | 1.1 |
Examiner Liu has granted 72 of 87 cases without any applicant-requested interviews for a grant rate of 83%.
Examiner Liu has granted 57 of 60 cases with at least one applicant-requested interview for a grant rate of 95%.
With Examiner Liu, conducting an interview increases your chance of getting a patent granted by 14%.
| Number | Title | OA Rejections | Status | IFW |
|---|---|---|---|---|
| 18331841 | Driver Behavior Risk Assessment And Pedestrian Awareness | Rejection information available with a Premium Stats subscription. See our pricing. | Abandoned | View |
| 18270222 | Object Recognition Method And Apparatus, And Device And Medium | Patented | View | |
| 18324644 | System And Method Of Captions For Triggers | Patented | View | |
| 18319896 | Information Extraction Method And Apparatus For Text With Layout | Patented | View | |
| 17527899 | Safe And Robust Robotic Picking Of Items Based On Reference Image And Item Attributes | Patented | View | |
| 18268374 | Target Tracking Method, Target Tracking System And Electronic Device | Patented | View | |
| 18141011 | Image Abnormality Detection Model Training | Patented | View | |
| 18267095 | Image Processing Method Using Artificial Neural Network, And Neural Processing Unit | Patented | View | |
| 18468656 | Unified Simultaneous Optical Flow And Depth Estimation | Patented | View | |
| 18078164 | Method And Computing System For Travelway Feature Detection And Reporting | Patented | View | |
| 18246299 | Method, Apparatus And Device For Extracting Image Features, And Storage Medium | Patented | View | |
| 17993648 | Generating Graphical Explanations Of Machine Learning Predictions | Patented | View | |
| 18054493 | Information Processing Device, Information Processing Method, And Program | Patented | View | |
| 18009629 | Subtask Adaptable Neural Network | Patented | View | |
| 18349171 | Method For Aiding Visualization Of Lesions In Medical Imagery And Apparatus Using The Same | Patented | View | |
| 18163389 | Method And Related Device For Board Writing Extraction | Patented | View | |
| 18047659 | Occluded Oncoming Vehicles Detection Systems And Methods | Patented | View | |
| 18192201 | Image Processing Apparatus, Image Processing Method, And Non-Transitory Computer-Readable Storage Medium | Patented | View | |
| 18017660 | Sequence Recognition Method And Apparatus, Image Processing Device, And Storage Medium | Patented | View | |
| 18016124 | Aligning Entities Using Neural Networks | Patented | View | |
| 18105219 | Detecting, Identifying, And Tracking Objects Based Upon A Tensor With Sparsely Computed Non-Zero Values | Patented | View | |
| 17765558 | A Method And Apparatus For Encoding, Transmitting And Decoding Volumetric Video | Patented | View | |
| 17918670 | Method, Device, And System For Outputting Description Of Patent Reference Sign | Patented | View | |
| 18168917 | Machine Learning Approach For Radiographic Non-Destructive Testing | Abandoned | View | |
| 18023647 | Method And Device For Classifying Targets | Patented | View | |
| 17929405 | Enriching Later-In-Time Feature Maps Using Earlier-In-Time Feature Maps | Patented | View | |
| 18095643 | Artificial Intelligence Pixel Sensor Systems And Methods | Patented | View | |
| 18001690 | Method, Computer System And Computer Program Product For Improved Table Processing | Patented | View | |
| 18333271 | Text-Based Information Extraction From Images | Patented | View | |
| 18108780 | Image Classification Method, Electronic Device And Storage Medium | Patented | View | |
| 17699056 | Image Analysis Method, Image Analysis Apparatus, And Image Analysis System | Patented | View | |
| 18069872 | Search Device, Search System, Search Method, And Storage Medium | Patented | View | |
| 18089637 | Computer-Readable Recording Medium Storing Information Processing Program, Information Processing Apparatus, And Information Processing Method | Abandoned | View | |
| 18012137 | Recognizer Learning Device, Recognizer Learning Method, And Recognizer Learning Program | Abandoned | View | |
| 18091126 | Method For Recognizing Illumination State Of Traffic Lights, Electronic Device, And Storage Medium | Patented | View | |
| 18022523 | Object Recognition Processing Method, Processing Apparatus, Electronic Device, And Storage Medium | Patented | View | |
| 17813963 | Image Convolution Method In Hyperbolic Space | Patented | View | |
| 17486359 | Method For Constructing A Perceptual Metric For Judging Video Quality | Patented | View | |
| 18050525 | Peer-To-Peer Vehicular Provision Of Artificially Intelligent Traffic Analysis | Abandoned | View | |
| 18216119 | Method And System For Scene Graph Generation | Patented | View | |
| 17727810 | Method And System For Remote Sharing Three Dimensional Space Annotation Trajectory | Patented | View | |
| 17816787 | System And Method Of Dual-Pixel Image Synthesis And Image Background Manipulation | Patented | View | |
| 17942858 | Information Processing Apparatus, Information Processing Method, Computer Program Product, And Recording Medium | Patented | View | |
| 17982208 | System And Method For Self-Calibrated Convolution For Real-Time Image Super-Resolution | Patented | View | |
| 18175993 | Systems And Methods For Utilizing A Neural Network Model And Templates To Generate An Image Caption | Patented | View | |
| 18068149 | Method And Device For Recognizing Text, And Method And Device For Training Text Recognition Model | Abandoned | View | |
| 18092005 | Method, Apparatus, And System For Character Recognition Using Context | Patented | View | |
| 17921241 | Handwriting Recognition Method And Apparatus, And Electronic Device And Storage Medium | Patented | View | |
| 17880333 | Detection Result Analysis Device, Detection Result Analysis Method, And Computer Readable Medium | Patented | View | |
| 17660815 | Synchronization Device, Synchronization Method, And Non-Transitory Tangible Computer Readable Storage Medium | Patented | View |
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