Invention Application
- Patent Title: LANGUAGE-BASED OBJECT DETECTION AND DATA AUGMENTATION
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Application No.: US18904571Application Date: 2024-10-02
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Publication No.: US20250118096A1Publication Date: 2025-04-10
- Inventor: Samuel Schulter , Abhishek Aich , Vijay Kumar Baikampady Gopalkrishna
- Applicant: NEC Laboratories America, Inc.
- Applicant Address: US NJ Princeton
- Assignee: NEC Laboratories America, Inc.
- Current Assignee: NEC Laboratories America, Inc.
- Current Assignee Address: US NJ Princeton
- Main IPC: G06V20/70
- IPC: G06V20/70 ; G06F40/40 ; G06T11/60 ; G06V10/774 ; G06V10/82 ; G06V10/86 ; G06V20/50

Abstract:
Methods and systems for object detection include generating a negative description for an input image based on a positive description of the input image using a language model. A negative image is generated based on the input image and the negative description by replacing a portion of the input image that is described by the positive description with content that is described by the negative description using a generative image model. An object detection model is trained with the input image, the positive description, the negative description, and the negative image.
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