Persistent joint pains that's not going away should not be ignored. My cousin had the same problem with her knee few years back, painful when walking. She was recommended by her colleagues to see pain doctor at Singapore Paincare Center and got this minimally invasive treatment called Platelet-Rich Plasma (PRP), very fast and pain relieved. You can check this non-surgical option, hope your pain will get better.