Audio classification

am working on Cats and dogs audio classification problem from kaggle, have 277 audio files, Tried feature extraction through MFCC, now have 26 features for each file, so my dataset becomes (277,26), i have tried many classification model like SVM, ANN(MLP) models, but accuracy is very poor, could you kindly suggest me the next move please?