title: Experiments in cross-domain few-shot learning for image classification: extended abstract

authors: Wang, Hongyu

subjects: computer science

abstract: We summarise experiments (Wang et al., 2022) evaluating cross-domain few-shot learning (CDFSL) with feature extractors trained on ImageNet. The work explores the transfer performance of extracted features on five target domains with different degrees of similarity to ImageNet. These experiments compare robust classifiers and normalisation methods, consider multi-instance learning algorithms, and evaluate the effect of using features extracted by different ResNet backbones at various levels of their convolutional hierarchies. The cosine similarity classifier and 1-vs-rest logistic regression with ℓ2 regularisation are the top-performing robust classifiers in the evaluation, and ℓ2 normalisation improves performance on all five target domains when using LDA as the robust classifier. The results also show that feature extractors with the highest capacity do not always achieve the best CDFSL performance. Lastly, simple multi-instance learning methods are shown to improve classifier accuracy.

text: Experiments in cross-domain few-shot learning for image classification: extended abstract We summarise experiments (Wang et al., 2022) evaluating cross-domain few-shot learning (CDFSL) with feature extractors trained on ImageNet. The work explores the transfer performance of extracted features on five target domains with different degrees of similarity to ImageNet. These experiments compare robust classifiers and normalisation methods, consider multi-instance learning algorithms, and evaluate the effect of using features extracted by different ResNet backbones at various levels of their convolutional hierarchies. The cosine similarity classifier and 1-vs-rest logistic regression with ℓ2 regularisation are the top-performing robust classifiers in the evaluation, and ℓ2 normalisation improves performance on all five target domains when using LDA as the robust classifier. The results also show that feature extractors with the highest capacity do not always achieve the best CDFSL performance. Lastly, simple multi-instance learning methods are shown to improve classifier accuracy.

year: 2022

title: Non-linear time domain model of electropermeabilization: Effect of extracellular conductivity and applied electric field parameters

authors: Talele, Sadhana

subjects: electroporation

abstract: This paper describes simulation results obtained from a previously reported numerical model for a single cell exposed to an arbitrary waveform electric field pulse. This paper concentrates on how the efficiency of electroporation related applications can be significantly improved by appropriately adjusting the parameters of applied electric field and conductivity of the external medium, σe. Emphasis is given here on the normalization of the degree of electroporation for a range of cell radii.
The simulated results indicate that it may be difficult for cells of substantially different sizes to be close to uniformly electroporated if surrounded by media with a conductivity higher than around 5*10⁻³ S/m for 100 kHz bipolar pulses, or 0.2 S/m for 1 MHz bipolar pulses. To achieve as normalized as possible electroporation for the radii/size variation required in any particular application, using a lower σe would be preferable. There is, however, a limit to how low the external conductivity can be made, as the applied electric field amplitude must stay within practical limits. Considering 3*10¹³ pores/m² as a nominal pore density N for approximately optimum electroporation, σe could be as low as 0.08 S/m for a 7.5 µm cell radius with a peak electric field of 1.2*10⁵V/m (depending on the pulse shape and frequency). For a 15 µm cell radius, σe could be as low as 0.05 S/m (depending on the pulse shape and frequency). It is seen that the relative difference of N between the two cell sizes investigated is consistently lower for a bipolar sine wave electric field compared to a bipolar square wave electric field, even though the square wave electric field peak amplitude is always lower for an equivalent N.

text: Non-linear time domain model of electropermeabilization: Effect of extracellular conductivity and applied electric field parameters This paper describes simulation results obtained from a previously reported numerical model for a single cell exposed to an arbitrary waveform electric field pulse. This paper concentrates on how the efficiency of electroporation related applications can be significantly improved by appropriately adjusting the parameters of applied electric field and conductivity of the external medium, σe. Emphasis is given here on the normalization of the degree of electroporation for a range of cell radii.
The simulated results indicate that it may be difficult for cells of substantially different sizes to be close to uniformly electroporated if surrounded by media with a conductivity higher than around 5*10⁻³ S/m for 100 kHz bipolar pulses, or 0.2 S/m for 1 MHz bipolar pulses. To achieve as normalized as possible electroporation for the radii/size variation required in any particular application, using a lower σe would be preferable. There is, however, a limit to how low the external conductivity can be made, as the applied electric field amplitude must stay within practical limits. Considering 3*10¹³ pores/m² as a nominal pore density N for approximately optimum electroporation, σe could be as low as 0.08 S/m for a 7.5 µm cell radius with a peak electric field of 1.2*10⁵V/m (depending on the pulse shape and frequency). For a 15 µm cell radius, σe could be as low as 0.05 S/m (depending on the pulse shape and frequency). It is seen that the relative difference of N between the two cell sizes investigated is consistently lower for a bipolar sine wave electric field compared to a bipolar square wave electric field, even though the square wave electric field peak amplitude is always lower for an equivalent N.

year: 2008

title: Taku haumaru me te kurī - Te Reo Maori

authors: Carter, Jennifer

subjects: dog safety tips

abstract: This safety leaflet designed to target young children aged 5-6yrs will provide an age-appropriate understanding of how to avoid pet dog attacks which can injure, maim and even kill children.    This research-based educational resource provides practical, valid and reliable guidelines for safe interaction between children and pet dogs in their homes or known to them.  
The content of this leaflet has been drawn from ‘Stories with happy endings: Preventing pet dog attacks on children’, the 2007-2008 Summer Scholarship report prepared for the Child Accident Prevention Foundation of New Zealand (CAPFNZ). Obtain a copy of the report from http://hdl.handle.net/10289/768

text: Taku haumaru me te kurī - Te Reo Maori This safety leaflet designed to target young children aged 5-6yrs will provide an age-appropriate understanding of how to avoid pet dog attacks which can injure, maim and even kill children.    This research-based educational resource provides practical, valid and reliable guidelines for safe interaction between children and pet dogs in their homes or known to them.  
The content of this leaflet has been drawn from ‘Stories with happy endings: Preventing pet dog attacks on children’, the 2007-2008 Summer Scholarship report prepared for the Child Accident Prevention Foundation of New Zealand (CAPFNZ). Obtain a copy of the report from http://hdl.handle.net/10289/768

year: 2008