Lesson 3 of 6 · 5 min

Classifying Your Images

Learn how to label each photo with its environment, season, and furnishing state so the AI pipeline applies the contextually correct workflow to each shot.

Classifying Your Images

Video coming soon

3/6

Lesson Notes

01

After uploading, the wizard moves to the Classify Your Images screen. This is where you tell the pipeline what each photo shows. Every uploaded image appears as its own card displaying a thumbnail, the filename, and three classification controls. The AI backend uses these classifications to tune the workflow parameters — the correct labeling has a direct impact on output quality, so it is worth taking a moment to classify accurately rather than leaving defaults.

02

The first control on each card is the environment radio: Exterior or Interior. This is required for every photo. Exterior shots are outdoor views of the property — front elevations, backyards, drone perspectives. Interior shots are any room inside the property. The default is Interior. Choosing the environment determines which secondary controls appear: selecting Exterior reveals a season picker, while selecting Interior reveals a furnished toggle.

03

For Exterior photos, select the season that matches the actual shoot conditions or the desired output look: Spring, Summer, Fall, or Winter. The system pre-selects the current calendar season by default (computed from the month at render time). The season hint is passed to the workflow as a prompt parameter and affects vegetation color, sky tone, and lighting warmth in the generated output.

04

For Interior photos, toggle the Furnished switch to indicate whether the room contains furniture. An empty room (Furnished off) and a furnished room (Furnished on) use different processing characteristics — knowing whether the space is staged or vacant helps the pipeline avoid generating furniture in empty rooms or stripping furniture from staged ones. The default is unfurnished (toggle off).

05

When you have more than three photos, bulk-apply buttons appear at the top of the screen: All Exterior, All Interior (Empty), and All Interior (Furnished). These are shortcuts that write the selected environment and furnishing state to every image at once, saving time on sets where most photos share the same type. You can still adjust individual cards after using a bulk button. When all images are classified to your satisfaction, click Start AI Processing ([n] images) at the bottom-right to submit. The button is disabled until at least one quick tag or a non-empty feedback field is provided in the classification form (or, for the main submit, simply until the wizard is in the classify step with at least one uploaded image).

Key Takeaways

  • Label each photo as Exterior or Interior — this is the primary classification that shapes all downstream processing.
  • Exterior shots get a season tag (Spring/Summer/Fall/Winter); the current calendar season is pre-selected but you should correct it to match the shoot.
  • Interior shots get a Furnished toggle — be accurate, as this prevents the pipeline from hallucinating or removing furniture.
  • Use the bulk-apply buttons (All Exterior, All Interior (Empty), All Interior (Furnished)) when a set of photos all share the same environment.
  • Clicking Start AI Processing dispatches all classifications to the backend and immediately transitions to the project detail page.
Related documentation at docs.vremly.com