Encoding low bitrate video source file to a higher bitrate
Yes, the quality will be worse. But probably not perceptually. Encoding ALWAYS loses a little information, that’s why it is called lossy compression. Increasing the bitrate will only reduce the information loss. The best you can do is lossless compression, and it will look exactly like the source