"Understanding Robustness Lottery": A Geometric Visual Comparative Analysis of Neural Network Pruning Approaches.

Deep learning approaches have provided state-of-the-art performance in many applications by relying on large and overparameterized neural networks. However, such networks are very brittle and are difficult to deploy on resource-limited platforms. Model pruning, i.

BIF-induced ROS-mediated cytotoxicity and genotoxicity in embryonic cell culture of Daphnia magna.

Bifenthrin (BIF) is a widely used synthetic pyrethroid insecticide that poses significant risks to the environment, particularly to aquatic ecosystems. In the present study, the cytotoxic and genotoxic effects of BIF on Daphnia magna cells were evaluated using in vitro methods. To achieve this, we developed a novel embryonic cell culture system from D.

Comparative evaluation of reinforcing effect of three different intra-orifice barriers on pericervical dentin of endodontically treated teeth: An study.

Aims: The purpose of this study was to evaluate and compare the fracture resistance of endodontically treated teeth using three different intra-orifice barriers.

Settings And Design: This study was conducted at the department of conservative dentistry and endodontics, an study.

Subjects And Methods: Forty freshly extracted single-rooted mandibular bicuspids ( = 40) were decoronated to obtain a 14-mm standard root length and all the canals were enlarged with ProTaper up to size F3 and they were obturated with gutta-percha using AH Plus sealer and randomly divided into 4 groups ( = 10).

TopoGeoFusion: Integrating object topology based feature computation methods into geometrical feature analysis to enhance classification performance.

This study used smartphone captured RGB images of gooseberries to automatically sort into standard, premium, or rejected categories based on topology. Main challenges addressed include, separation of touching or overlapping fruits into individual entities and new method called 'TopoGeoFusion' that combines basic geometrical features with topology aware features computed from the fruits to assess the grade or maturity. Quality assessment helps in grading the fruit to determine market suitability and intelligent camera applications.