With that in consideration, and the existing resources are little help especially on skewed, blurry, handwritten and 2 different table structure in the input, I ended up creating an API service to extract tabular data from Images and PDFs - hosted as https://extracttable.com . We cared it to be robust, average extraction time on images is under 5 seconds. On top of maintaining accuracy, A bad extraction is eligible for credit usage refund, which literally not any service offer it.
i Invite HN users to give it a try and feel free to email saradhi@extracttable.com for extra API credits for the trail.