[Review] Class-agnostic Object Detection
https://arxiv.org/pdf/2011.14204.pdf --- Proposed by Amazon Alexa Natural Understanding Team Limitations of conventional class-aware detection Hinders the adoption of trained detectors in real-world applications due to the added cost of retraining them for application specific object types such detectors cannot be used in applications like obstacle detection, where it is more important to determ..
[Review] 3D-to-2D Distillation for Indoor Scene Parsing
2022.02.08 Review --- https://arxiv.org/pdf/2104.02243v2.pdf Background Semantic Segmenation classifying each pixel in an image from a predefined set of classes Knowledge Distillation Process of transferring knowledge from model to other model that has different structure usaually, model compression method in which a small model is trained to mimic a pre-trained, larger model start to research f..
[Review] Unity Perception: Generate Synthetic Data for Computer Vision
2022.04.05 Review --- https://github.com/MCG-NJU/AdaMixer GitHub - MCG-NJU/AdaMixer: [CVPR 2022 Oral] AdaMixer: A Fast-Converging Query-Based Object Detector [CVPR 2022 Oral] AdaMixer: A Fast-Converging Query-Based Object Detector - GitHub - MCG-NJU/AdaMixer: [CVPR 2022 Oral] AdaMixer: A Fast-Converging Query-Based Object Detector github.com https://arxiv.org/pdf/2203.16507.pdf --- Goal To simpl..