<p>Should new projects use logback instead of log4j as a logging framework ?</p>

<p>Or with other words :'Is logback better than log4j (leaving the SLF4J-'feature' of logback beside)?'</p>

I'm not familiar with SLF4J, and I've only taken a brief look at logback, but two things come to mind.
First, why are you excluding a tool from examination? I think it's important to keep an open mind and examine all possibilities to choose the best one.
Second, I think that in some projects one tool is a better than another tool, and the opposite might be true in a different project. I don't think that one tool is always better than another tool. There is, after all,
no silver bullet
.
To answer your question - Yes and no. It depends on the project, and how familiar the team is with one tool. I wouldn't say "don't use log4j" if the entire team is very comfortable with it, it meets all the needs, and logback doesn't offer anything that we need to complete the task.