Federal investigators said Wednesday they are working to identify a person in a video who appeared to leave a bag in the spot where one of two bombs later exploded near the finish line of the Boston Marathon.

Authorities also are trying to identify at least one other person seen in videos of the crowd, according to people familiar with the matter.

The...