Hello! I'd like to help you with this task. I'm experienced with object detection as well as can implement you state of the art neural network for the task. Do you principally require MaskRCNN, or any other neural network would suffice as well. As long as the dataset is the one with dogs and cats. Presumably from COCO, VOC or ImageNet. Please, give me a try. I'll do the job blazingly fast.