This is definitely not your grandmother’s embroidery. It’s stitched into the helmets of soldiers, onto car doors and fences, producing cats that pop out of shirt pockets and portraits so painterly, it’s hard to believe they’re made of thread. In fact, needlework stands in for everything from spray-painted street art to living moss in these extraordinarily artistic stitch-based creations.

Floral Cross-Stitch Urban Murals by Raquel Rodrigo

Cross-stitched street art is in bloom all over Madrid this week thanks to floral creations by artist Raquel Rodrigo, who wraps thick string around a wire mesh form and then affixes it to urban surfaces.

Cross-Stitched Microbes by Alicia Watkins

Rather than flowers and the other pretty things that are typically stitched within an embroidery hoop, artist Alicia Watkins puts the spotlight on nasty germs and microbes ranging from the measles to mad cow disease.

Pets in Pockets by Hiroko Kubota

Adorable, strikingly realistic cats and puppies pop out of pockets in this fun clothing line by Hiroko Kubota called Go!Go!5. The project started when the Japanese embroidery artist’s son asked for a custom cat-adorned shirt, and took off from there. You can even have a custom pet portrait created just for you.

Embroidery Gone Wild by Danielle Clough

Virtually anything that can be punctured or woven with embroidery floss is fair game for Danielle Clough, whose wildly unique creations have appeared on tennis rackets, shoes and fences.

Splotchy Embroidered Fashion by Olya Glagoleva and Lisa Smirnov

What appears, from a distance, to be splotches of paint roughly applied to textured textiles turns out to be hyper-detailed embroidery in abstract forms. Russian artist Lisa Smirnova paired up with fashion designer Olya Glagoleva to collaborate on this fun project for the eco-friendly clothing line GO!

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In Stitches 45 Artistic Embroidered Cross Stitched Creations