In certain areas regularly have people in drag walk around (such as Germany's Hamburg) to the point where a 2m man with blonde wig, ping miniskirt and high heels isn't even worth a second glance.
Studies on attention that the human brain is capable of remarkable focus when given a task, to the exclusion of all else. For example, when asked to count the number of passing trucks in a video clip, many viewers will fail to notice the random guy dancing around in a gorilla suit (other variants involve a video camera focused on a couple of guys passing a basketball, with you being told to count how many passes they make). And despite spending significant time looking at such sights, participants in a driving study could not remember details of a scene or signage passed by.
Also recently, a researcher placed a matchbook-sized image of a gorilla in an x-ray that may or may not have barely detectable signs of a cancer. A surprisingly small percentage of radiologists noted the gorilla.
Channel 4 apparently messed this one up when they televised one of Derren Brown's live shows—he had a man in a gorilla suit come on stage and take a banana from a podium that the audience had already been told to watch out for, but at the time it happened they'd been told to concentrate on a woman's reactions shown on screen. Unfortunately for anyone watching on TV, the camera was also focused on the woman, meaning we really couldn't see the gorilla and don't much appreciate being mocked for missing it.
This is especially true for people with ADHD.
People also tend to notice but not react to physical violence between strangers because they don't want to get involved or interrupt whatever errand they are on unless there is a threat imminently endangering themselves or others.
A book about the making of Doctor Who tells about how, before the first Cyberman serial aired, the makers had someone walking around in the middle of London in a Cyberman costume for some reason. No one freaked out, no one asked what was going on, and there were almost no one reacted in any noticeable way. Best comment was from a fruits and veggies seller who said to his wife, "Must be an advert for one of them new kitchen cleaners."
The same thing happened prior to the filming of Star Trek IV. Paramount had people walking around San Francisco in full Starfleet uniform, or dressed as Vulcans, prior to location shooting. No one noticed.
This series of images with Bowser doing political protests.
"Open carry" is the law in most US states, meaning that unconcealed firearms are legal in public. Notably averted by media coverage of protesters outside a presidential event. A Secret Service spokesman noted that the individuals would never have gotten in close proximity to the president, regardless of any state laws on openly carrying weapons. A venue is considered a federal site when the Secret Service is protecting the president and weapons are not allowed on a federal site, he added.
Note, however, that many people do take notice if you walk around with a rifle on your back, and you will most likely be talked to by the police about it, unless you do it regularly. Or have other hunting gear equipped. In many cases the policemen are going to ask the guy to keep the rifle in its sheath and carefully closed, even if guns are supposed to be carried openly.
This guy walked into a JC Penney's at a shopping mall with a civilian semi automatic rifle slung on his shoulder and a pistol on his hip. Both perfectly legal, of course. There was less running and screaming than you might expect, particularly after these events.
Truth in Television: In big cities, you get a lot of strange people to the point where it becomes regular, and many people simply ignore odd behavior to avoid drama, and to not cause a fuss or offend someone for being different. It isn't so much that they don't notice things like strangely-dressed people as that they think it's not for them to deal with.
Also weird is relative, the natives of major con sites tend to not really notice cosplayers after they get use to seeing them. To them it's no different than a man dressed as Santa in the mall at Christmas. Of course, around con times, the amount of weirdness tolerated rises far beyond normal levels, to the point where one can walk around in full combat gear without being questioned.
Inverted in a common symptom in people affected by ADHD: Even things that are actually uninteresting are constantly getting a second look, making it difficult to stay focused on one object.
This all means that in New York City, there's probably a lot of outrageous stuff you can do without anyone so much as batting an eye at you. In fact, Trevor Noah noted that when a bomb went off in the Chelsea neighborhood, most of the locals's reactions were more of inconvenienced annoyance than of shock and fear. He even noted that another bomb failed to detonate because thieves inadvertently dismantled it because they were stealing the suitcase it was encased in.
Southern California, especially Hollywood's Sunset Strip, and San Francisco up north, has people doing a ton of strange things, but no one really notices because it's all "doing their own thing". In the Castro, there are people who walk around completely naked as a way to make a statement about nudity laws, but they've been at it so long no one takes a second look.
College towns. There's nothing at all unusual about seeing a bunch of people outside up past midnight in the middle of January wearing who knows what.
Colleges themselves are full of this.
With the way science and technology has progressed over the last 300 years, this trope has repeated itself time and again as people are at first amazed when they see new sights like cars, mobile phones or TV sets but then come to accept them as normal.
There are (or were) some pictures on Facebook of somebody dressed as a Silent in a shopping centre, that no one noticed. note At least judging from the lack of tally marks.
Shuler Hensley, who played Frankenstein's Monster in Van Helsing, said he practiced using the stilts of his costume in Central Park and nobody even looked at him.
Halloween. People dressed in strange costumes that would look suspicious any other time of the year. Some people look like they are covered in blood, but everyone can tell it's fake. Averted for Devil's Night, the day before Halloween, because of historical violence on that day.
Pretty much any time anything unusual happens on the Tube. Comedian Chris Ramsey (who's from Newcastle) once said that someone could literally burst into flames on the Tube and the most recognition they'd get would be some guy looking up from his Kindle and savagely muttering, "What a prick."
When Improv Everywhere staged their "No Pants" event, the videos usually showed a lot of confused people staring at the pantless passengers. When the video from the Tube came, at least 90% of the people maybe looked up for a second before minding their own business again.
This photograph. A bikini-clad Israeli soldier is at the beach with an assault rifle slung across her back and no one else at the beach seems to be paying attention to her. Soldiers carrying assault rifles in public are noteworthy in many countries, but is so common in Israel that most people ignore it. It's been said that Israel is the only country in the world where people will walk into a bank with machine guns and get in line.
In San Francisco and other earthquake-prone cities, a mild quake (III or less on the Mercalli scale) often gets no notice at all apart from the local news. Slightly stronger ones (IV-V) might garner a glance at the ceiling and some speculation as to the likely magnitude or epicenter, but soon afterwards it's business as usual.
Meanwhile, in Japan, Earthquakes are so common that for the most part, people in the big cities with skyscrapers built to withstand them completely ignore the Earthquake and go on about their business.
A story told by a British tourist involved him being pulled into a lobby of an office building by a police officer, right as a howling typhoon started hurling anything that wasn't bolted to the floor down the road. He reported that the other people simply looked impatient and were waiting for the storm to die down.
Some tourist guides have the added note under weather conditions that you should always orient yourself on the natives. As long as they are calm, chances are that the earthquake, typhoon or tsunami will not harm you.
A blog entry of a German exchange student once mentioned how he stayed on the fifth floor of a hostel in Tokyo when a earthquake happened simultaneously with a typhoon. The owner apparently calmly secured the windows with a wooden plank behind them, turned off the electricity and then everyone waited it out despite the building violently shaking.