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Retraining the Gaze

Hydrants@Charles River in 35mm Films

An Object We All Trained On
Before Cats, There Was Fire Hydrant
oid/m/01pns0 & coco-11: Portraits


Shot on 35mm film near Harvard, this series revisits a forgotten icon of early computer vision β€” not as data, but as presence.

Once, the fire hydrant stood at the frontier of machine perception: a geometric constant, bold in form, universally recognizable. These red, yellow, rusted sentinels taught early models to see β€” not with imagination, but with recognition.

This project turns the lens around.

Wandering the streets by the Charles River, I photographed fire hydrants on 35mm film, embracing the slow cadence of analog. Each hydrant reveals its own posture, patina, and context β€” a quiet architecture shaped by both utility and neglect.

What was once a bounding box is now a portrait.

somewhere@sfp

πŸ“· Project Contents

  • README.md – You’re reading it
  • /images/ – Digitized 35mm scans of 36 hydrants, in JPEG
  • /metadata/ – To be added after the second roll finds its way through the camera :)

πŸ’‘ Why Hydrants?

Fire hydrants are among the most frequently labeled objects in early object detection datasets like COCO (category ID 11) and Open Images (class /m/01pns0). (Do you know why early vision folks used hydrants for camera calibration?)

With their bold shapes, fixed positions, and street-corner ubiquity, they offered the perfect subject for machine vision’s formative years β€” simple, reliable, and everywhere. Before deep networks turned to cats, faces, or dreams, the hydrant stood as a quiet constant.

This project revisits that role β€” not as annotation, but as presence; not as data, but as infrastructure made visible.

gym@sfp


πŸ› οΈ Technical Notes

  • Camera: Canon AE-1
  • Lens: Sigma 35-70mm F2.8-4
  • Film: FUJIFILM 400 Color Negative
  • Scanner: idk, Hunt's Photo did it for me
  • Location: Cambridge, MA (near Harvard & Charles River)

πŸ“œ License

All images and text are Β© 2025 Leslie Gu.
For non-commercial use only. Contact for other usage.


πŸ”— Related


Lens to hydrant. Frame to frame.

somwhere@owa_tower

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