Location of fuel filter on 2004 camry le 4 cylinder

Question edited for clarity and correct spelling of the model
Question moved to model category.

There isn't one, they are only in Ford vehicles.

You have a fuse and a relay for the fuel pump

Toyota Camry (XV30; 2002-2006) fuses and relays

Fuse Box Diagrams https://fuse-box.info > toyota > toyota-camry-xv30-20...

The fuse box is located in the instrument panel, behind the cover to the left of the steering wheel. The location of the fuses in the passenger compartment: ...

https://www.google.com/search?q=2004+toyota+camry+le+fuel+relay+location

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http://electronicshelponline.blogspot.com/

in fuel tank

On the 4 cylinder engine it is located in the water neck where the hose from the radiator goes on the passenger side of the engine. hope this helps.

left side of engine compartment next to the air cleaner (between air filter box and firewall) bolted to inner fender

Engine compartment under the master cylinder abouts!

On both engine models, the fuel filter is mounted on the drivers side frame rail, just below the aircleaner box.
It is a vertical mounted cylinder, black, about 4 inches tall. The lower fitting is a 14mm flare nut, the top fitting is a 17mm banjo bolt.

The filter is under the engine. It is not a traditional "spin-on" oil filter. The filter is now a "cartridge-type", and is in an aluminum housing.

right under the air cleaner mounted to the frame

id say its more likely to be the fuel pump and not the filter. they act that way when they are starting to go out.