Bach said safety was the top concern for organisers of the Tokyo Olympics, which were due to start next week but have been postponed for a year over the COVID-19 pandemic.
But he clearly signalled his reluctance to hold the Games at empty stadiums, now a common sight in sport as other competitions make a tentative return from virus-enforced shutdowns.
"Olympic Games behind closed doors is clearly something we do not want," the IOC president told reporters in a video call.
"So we are working for a solution of the Olympic Games which, on one hand, is safeguarding the health of all the participants and, on the other hand, is also reflecting the Olympic spirit."
Bach and Japanese Prime Minister Shinzo Abe have both warned that it would be hard to postpone the Games beyond 2021, raising the nightmare scenario of the first Olympics to be cancelled in peace time.
"The first priority is about the safety of all participants of the Olympic Games," said Bach.
"For this reason, we are working now on multiple scenarios of the organisation of the Games with regard to the health situation of which we do not know how it will be in one year from now."
Tokyo governor Yuriko Koike last month told AFP she would make a "120 percent effort" for the Games to go ahead, pledging the Olympics would be safe despite the pandemic.
On Wednesday Tokyo moved its coronavirus alert to red, the highest level, after a resurgence of cases in Japan's capital.
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