Video Object Discovery and Co-Segmentation with Extremely Weak Supervision.

We present a spatio-temporal energy minimization formulation for simultaneous video object discovery and co-segmentation across multiple videos containing irrelevant frames. Our approach overcomes a limitation that most existing video co-segmentation methods possess, i.e.

Behavior Discovery and Alignment of Articulated Object Classes from Unstructured Video.

We propose an automatic system for organizing the content of a collection of unstructured videos of an articulated object class (e.g., tiger, horse).

Generalized Boundaries from Multiple Image Interpretations.

Boundary detection is a fundamental computer vision problem that is essential for a variety of tasks, such as contour and region segmentation, symmetry detection and object recognition and categorization. We propose a generalized formulation for boundary detection, with closed-form solution, applicable to the localization of different types of boundaries, such as object edges in natural images and occlusion boundaries from video. Our generalized boundary detection method (Gb) simultaneously combines low-level and mid-level image representations in a single eigenvalue problem and solves for the optimal continuous boundary orientation and strength.

A boosting framework for visuality-preserving distance metric learning and its application to medical image retrieval.

Similarity measurement is a critical component in content-based image retrieval systems, and learning a good distance metric can significantly improve retrieval performance. However, despite extensive study, there are several major shortcomings with the existing approaches for distance metric learning that can significantly affect their application to medical image retrieval. In particular, "similarity" can mean very different things in image retrieval: resemblance in visual appearance (e.

Optimization of reference library used in content-based medical image retrieval scheme.

Building an optimal image reference library is a critical step in developing the interactive computer-aided detection and diagnosis (I-CAD) systems of medical images using content-based image retrieval (CBIR) schemes. In this study, the authors conducted two experiments to investigate (1) the relationship between I-CAD performance and size of reference library and (2) a new reference selection strategy to optimize the library and improve I-CAD performance. The authors assembled a reference library that includes 3153 regions of interest (ROI) depicting either malignant masses (1592) or CAD-cued false-positive regions (1561) and an independent testing data set including 200 masses and 200 false-positive regions.

Shadow elimination and blinding light suppression for interactive projected displays.

A major problem with interactive displays based on front projection is that users cast undesirable shadows on the display surface. This paper demonstrates that shadows can be muted by redundantly illuminating the display surface using multiple projectors, all mounted at different locations. However, this technique alone does not eliminate shadows: Multiple projectors create multiple dark regions on the surface (penumbral occlusions) and cast undesirable light onto the users.

Ultrasonography in the diagnosis and follow-up of idiopathic inflammatory myopathies--a preliminary study.

Objective: To study the utility of ultrasonography (US) in diagnosis and follow up of patients with idiopathic inflammatory myopathy (IIM).

Methods: High-resolution US of thigh muscles was recorded at baseline and after six months of treatment in eleven patients of early, active, untreated IIM. Parameters studied were muscle power, timed function tests (TFT), muscle enzymes, electromyography, muscle histopathology and US parameters such as echogenicity of muscle and perimysial septa count per 1 cm muscle width.

Color Doppler and duplex sonography in 5 patients with thoracic outlet syndrome.

Purpose: To evaluate the use of color Doppler sonography in the diagnosis of thoracic outlet syndrome.

Methods: We studied color Doppler sonographic findings in 5 clinically suspected cases of thoracic outlet syndrome. The subclavian artery and vein were studied in varying degrees of abduction to assess the severity of the syndrome.

Color Doppler sonographic diagnosis of dissecting aneurysm of the superior mesenteric artery.

We report a case of dissecting aneurysm of the superior mesenteric artery (SMA) diagnosed on gray-scale and color Doppler sonography and confirmed on angiography. Spontaneous dissection of the SMA is rare, and there are few reported cases of the color Doppler sonographic findings. Gray-scale sonography revealed an aneurysmal dilatation of the SMA 3-4 cm from the SMA's origin, with an echogenic linear membrane (an intimal flap) within the aneurysm.

Evaluation of intraoperative ultrasound in neurosurgery.

The value of real-time ultrasonography as a means of guidance during neurosurgical operations was assessed in a prospective study comprising 89 cases. There were 75 cranial and 14 spinal cases. After every such operation involving the ultrasonographic guidance, the operating surgeon subjectively assessed its usefulness vis-a-vis the information and/or help provided by it, on a scale ranging from 0 (no use) to 3 (invaluable).

Balloon techniques for percutaneous gastrostomy in a patient with partial gastrectomy.

Intragastric balloon techniques were used to achieve direct gastric distention and efferent loop obstruction in order to perform percutaneous gastrostomy on two occasions in a patient with a partial gastrectomy and Billroth II anastomosis. Previous attempts at percutaneous endoscopic gastrostomy and conventional radiologic percutaneous gastrostomy had been unsuccessful. Although a history of partial gastrectomy has been considered an impediment to both percutaneous gastrostomy and percutaneous endoscopic gastrostomy, this experience demonstrates that percutaneous gastrostomy can be performed safely in this setting with balloon assistance.

Percutaneous transcatheter steel-coil embolization of a large proximal post-traumatic superior mesenteric arteriovenous fistula.

Arteriovenous fistulae affecting the proximal portions of the superior mesenteric vessels are extremely rare. We are reporting one such fistula which occurred in a young male as a sequel to a stab in the epigastrium. The arteriovenous fistula was successfully treated by percutaneous steel coil embolization.