If I surf to http://localhost:58472/Account/Register I've this exception 
System.InvalidOperationException:The current type,IUserStore<ApplicationUser>, is an interface and cannot be constructed. Are you missing a type mapping?
Here is my code:
public class ApplicationUserManager : UserManager<ApplicationUser>
{
    public ApplicationUserManager(IUserStore<ApplicationUser> store)
        : base(store)
    { }
    public static ApplicationUserManager Create(
        IdentityFactoryOptions<ApplicationUserManager> options, 
        IOwinContext context) 
    {
        var manager = new ApplicationUserManager(
            new UserStore<ApplicationUser>(context.Get<ApplicationDbContext>())
        );
        // other code
        return manager;   
    }
}
and here is the code into the controller:
[Authorize]
public class AccountController : Controller
{
    private ApplicationSignInManager _signInManager;
    private ApplicationUserManager _userManager;
    public AccountController()
    {
    }
    public AccountController(
        ApplicationUserManager userManager,
        ApplicationSignInManager signInManager)
    {
        UserManager = userManager;
        SignInManager = signInManager;
    }
    public ApplicationSignInManager SignInManager
    {
        get
        {
            return _signInManager ?? 
                HttpContext.GetOwinContext().Get<ApplicationSignInManager>();
        }
        private set
        {
            _signInManager = value;
        }
    }
    public ApplicationUserManager UserManager
    {
        get
        {
            return _userManager ?? 
                HttpContext.GetOwinContext().GetUserManager<ApplicationUserManager>();
        }
        private set
        {
            _userManager = value;
        }
    }
    [HttpGet]
    [AllowAnonymous]
    public ActionResult Login(string returnUrl)
    {
        ViewBag.ReturnUrl = returnUrl;
        return View();
    }
}
So you can see if you read my code, I've nothing changed to the original code when you create a new MVC project, but I've got the error above. What did I wrong?
I've well made a new controller named ProfileController with the same code as in my second code block but without the ApplicationSignInManager because I don't need that.
I also use an Unity container to register and manage the services. Here is the code:
public static class UnityConfig
{
    public static void RegisterComponents()
    {
        var container = new UnityContainer();
        container.RegisterType<IGenericRepo<Category>, GenericRepo<Category>>();
        container.RegisterType<ICategoryService, CategoryService>();
        //container.RegisterType<IUser, ApplicationUser>(); 
        DependencyResolver.SetResolver(new UnityDependencyResolver(container));
    }
}
If I uncomment the line in code above, there aren't any difference when I run the site.
Update:
By a comment by @Jay I've added this code in the Unity manager.
container.RegisterType<IUserStore<ApplicationUser>, UserStore<ApplicationUser>>();
Now I've got this exception:
System.InvalidOperationException: The current type,System.Data.Common.DbConnection, is an abstract class and cannot be constructed. Are you missing a type mapping?
Here is some information from the stack trace:
InvalidOperationException
An error occurred when trying to create a controller of type
AccountController. Make sure that the controller has a parameterless public constructor.
Yes, I've got a paramaterless public constructor.
ResolutionFailedException
Resolution of the dependency failed, type =
"AccountController", name ="(none)".
So I've added this line in the Unity manager:
container.RegisterType<IDbConnection, DbConnection>();
But I've still have the same exception.
The current type,
System.Data.Common.DbConnection...
Update:
By a comment by @RandyLevy I've tried this, helping by this question Configure Unity DI for ASP.NET Identity:
Adding this to the AccountController:
// two fields added
private readonly UserManager<ApplicationUser> _userManager;
private readonly RoleManager<IdentityRole> _roleManager;
// constructor added
public AccountController(
    IUserStore<ApplicationUser> userStore, 
    IRoleStore<IdentityRole> roleStore, 
    ApplicationSignInManager signInManager)
{
    _userManager = new UserManager<ApplicationUser>(userStore);
    _roleManager = new RoleManager<IdentityRole>(roleStore);
    SignInManager = signInManager; // I need this
}
public ApplicationSignInManager SignInManager // I need this
{
    get
    {
        return _signInManager ?? 
            HttpContext.GetOwinContext().Get<ApplicationSignInManager>();
    }
    private set
    {
        _signInManager = value;
    }
}
public UserManager<ApplicationUser> UserManager // replace by other property 
                                                // type of ApplicationUserManager 
{
    get
    {
        return _userManager ?? 
            HttpContext.GetOwinContext().GetUserManager<ApplicationUserManager>();
    }
    //private set // comment this because _usermanager is readonly.
    //{
    //    _userManager = value;
    //}
}
//public ApplicationUserManager UserManager // replaced by the property type of 
//                                          // UserManager<ApplicationUser>
//{
//    get
//    {
//        return _userManager ?? 
//            HttpContext.GetOwinContext().GetUserManager<ApplicationUserManager>();
//    }
//    private set
//    {
//        _userManager = value;
//    }
//}
Adding this into UnityManager:
InjectionConstructor accountInjectionConstructor = 
    new InjectionConstructor(new ApplicationDbContext());
container.RegisterType<AccountController>();
container.RegisterType<IController, Controller>();
container.RegisterType
    <IRoleStore<IdentityRole>, RoleStore<IdentityRole>>
    (accountInjectionConstructor); // on this line
container.RegisterType
    <IUserStore<ApplicationUser>, UserStore<ApplicationUser>>
    (accountInjectionConstructor);
But I've got this error (no run time exception) on the line with the comment:
The type
RoleStore<IdentityRole>cannot be used as type parameterTToin the generic type or method below:UnityContainerExtensions.RegisterType<TFrom, TTo> (IUnityContainer, params InjectionMember[])There is no implicit reference conversion from
RoleStore<IdentityRole>toIRoleStore<IdentityRole>.
Finally I've found a solution for my problem. I've add this code into the Unity manager.
container.RegisterType<DbContext, ApplicationDbContext>(new HierarchicalLifetimeManager());
container.RegisterType<UserManager<ApplicationUser>>(new HierarchicalLifetimeManager());
container.RegisterType<IUserStore<ApplicationUser>, UserStore<ApplicationUser>>(new HierarchicalLifetimeManager());
container.RegisterType<AccountController>(new InjectionConstructor());
Update for H. Pauwelyn answer. The original problem for this is that Unity tries to call the constructor with two parameters.
public AccountController(
    ApplicationUserManager userManager,
    ApplicationSignInManager signInManager)
{
    UserManager = userManager;
    SignInManager = signInManager;
}
The following line will tell Unity to call the parameterless constructor instead and won't need anything else. This worked for me.
container.RegisterType<AccountController>(new InjectionConstructor());
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