Detecting Car Crashes

I have been working upon the problem of detecting car crashes in a video.Now i tried using CNN but the results are very slow. Also can anyone help me with the dataset ,as of now i manually loaded the data from various sites,Does anyone know of a dataset that already exists and should i go for Tensorflow’s Object Detection API or create a SSD model on my own for this particular problem.