Computer Vision News - May 2021

4 10 12 24 32 34 Prostate MRI and Ultrasound... Medical Imaging Projects Computer Vision for Brain Disorders... Computer Vision Research by Ioannis Valasakis Roxane Licandro Congrats, Doctor! 32 24 10 12 4 20 Summary 3 Ester Gonzalez-Sosa Women in Computer Vision 14 9 Class Imbalance in Classification Tasks Computer Vision Tool by Marica Muffoletto Upcoming Events Bay Vision Meetup Active-Vision by SwRI Computer Vision Application AI Spotlight News 20 AdaptOR MICCAI Challenge 39 import numpy as np import pandas as pd import os import sys import datetime import json import seaborn as sns import matplotlib.pyplot as plt from sklearn.metrics import classification_report from keras.backend import clear_session from keras.callbacks import TensorBoard from keras.preprocessing import image from keras.layers import Dropout, Flatten, Activation, Dense from keras.constraints import maxnorm from keras.optimizers import SGD, RMSprop from keras.layers import Convolution2D, ZeroPadding2D from keras.layers.convolutional import MaxPooling2D from keras.utils import np_utils from keras import backend as K from keras.models import Sequential from keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau from sklearn.model_selection import train_test_split f m sklearn.metrics imp rt classification_report from tqdm import tqdm from sklearn.utils import class_weight from sklearn.model_selection import KFold, StratifiedKFold from keras.wrappers.scikit_learn import KerasClassifier from sklearn.model_selection import cross_val_score from single_label_model import create_model from utils import * from imblearn.under_sampling import RandomUnderSampler, TomekLinks from imblearn.over_sampling import RandomOverSampler, SMOTE from sklearn.preprocessing import LabelEncoder from collections import Counter # Read csv file and display format 34 14