TechcraftingAI Computer Vision

Ep. 16 - October 24, 2023

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arXiv research summaries for Computation Vision and Pattern Recognition from October 24, 2023.


Today's Themes - Fair Warning - LLM-Generated Summary 😆


Image and Video Synthesis, Editing, and Manipulation

  • Methods such as image inpainting, colorization, style transfer, generating images from text, video editing with text guidance, and synthesizing 3D scenes from images and text.

    • 3D Computer Vision

    • 3D object detection, 3D scene understanding, point cloud segmentation, and inverse rendering of 3D objects from images.

      • Self-supervised and Semi-supervised Learning Techniques

      • Images, video, and multimodal data. Methods aim to make use of unlabeled data.

        • Object Detection and Recognition Architectures

        • Including transformer-based models like DETR. Research looks at improving localization, classification, and handling occlusion.

          • Visual Question Answering and Reasoning

          • Using images, video, and multimodal data with a focus on improving large language models. Techniques aim to reduce bias and hallucination.

            • Generation

            • Methods for generating visually and semantically diverse image outputs for restoration tasks rather than sampling the posterior. Aims to provide more meaningful diversity.

              • Validation

              • Using synthetic data for validation and continual learning to improve model robustness, avoid overfitting, and handle domain shift.

                • Applications

                • Autonomous vehicles, robotics, medical imaging, human action analysis, image privacy and security, biometrics, etc.
                  • ...more
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                  TechcraftingAI Computer VisionBy Brad Edwards