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Filtering by: Creator Collins, Andrew R. Advisor Todorovic, Sinisa Subject Machine learning

Robust and Efficient Classification of Videos in the Wild

Creator:

Mahasseni, Behrooz

Abstract:

Recognizing human actions in videos is a long-standing problem in computer vision with a wide range of applications including video surveillance, content retrieval, and sports analysis. This thesis focuses on addressing efficiency and robustness of video classification in unconstrained real-world settings. The thesis work can be broadly divided into four...

Resource Type:

Dissertation

Full Text:

Qualcomm Corp R&D. I am also grateful to my good friends and colleagues, in university and my internships
Pixel- and Frame-level Video Labeling using Spatial and Temporal Convolutional Networks

Creator:

Lei, Peng

Abstract:

This dissertation addresses the problem of video labeling at both the frame and pixel levels using deep learning. For pixel-level video labeling, we have studied two problems: i) Spatiotemporal video segmentation and ii) Boundary detection and boundary flow estimation. For the problem of spatiotemporal video segmentation, we have developed recurrent...

Resource Type:

Dissertation

Full Text:

takes previous RTDF predictions yr
Object detection in biological images using a search-based framework

Creator:

Lam, Michael

Abstract:

This thesis addresses a basic problem in computer vision, that of semantic labeling of images. Our work is aimed at object detection in biological images for evolutionary biology research. In particular, our goal is to detect nematocysts in Scanning Electron Microscope (SEM) images. This biological domain presents challenges for existing...

Resource Type:

Masters Thesis

Full Text:

space over complete outputs So; the search strategy A; the heuristic function H : X × Y → R to guide