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Novus Examples

Image segmentation fixtures

RGB scenes paired with class or instance masks and documented class IDs and bounding boxes — for scoring semantic and instance segmentation against a known ground truth.

11 of 11 files
Preview of Apple on Cluttered Background (512px)
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115.4 KB
Actual file preview for Apple on Cluttered Background (512px)

Apple on Cluttered Background (512px)

An apple on a busy, colour-matched background — the hard input for a background remover or matting model. Score a prediction against the paired ground-truth cut-out and alpha mask.

File
PNG · Background Removal · 512 × 512 px
Use case
Background removalImage segmentation· Conversion set
Preview of Apple — Ground-Truth Alpha Mask (512px)
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2 KB
Actual file preview for Apple — Ground-Truth Alpha Mask (512px)

Apple — Ground-Truth Alpha Mask (512px)

The binary ground-truth alpha mask (white = subject, black = background) for the cluttered-background apple — compute IoU or boundary F-score of a predicted mask against this file.

File
PNG · Background Removal · 512 × 512 px
Use case
Background removalImage segmentation· Conversion set
Preview of Salient Object — Input (512px)
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92.9 KB
Actual file preview for Salient Object — Input (512px)

Salient Object — Input (512px)

A robot mascot on a cluttered background — the input for a salient-object-detection or image-matting model. Ground-truth binary mask and trimap ship alongside it.

File
PNG · Ai Segmentation · 512 × 512 px
Use case
Image segmentationSubject detection+1· Conversion set
Preview of Salient Object — Matting Trimap (512px)
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2.5 KB
Actual file preview for Salient Object — Matting Trimap (512px)

Salient Object — Matting Trimap (512px)

A three-level matting trimap (black = background, grey = unknown edge band, white = foreground) for the salient robot — the standard auxiliary input for alpha-matting methods.

File
PNG · Ai Segmentation · 512 × 512 px
Use case
Image mattingImage segmentation· Conversion set
Preview of Fruit Still Life on White — Instances (512px)
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54.4 KB
Actual file preview for Fruit Still Life on White — Instances (512px)

Fruit Still Life on White — Instances (512px)

A four-object fruit still life (apple, orange, banana, grapes) on white — the easy input for instance segmentation and object detection, paired with an indexed instance mask.

File
PNG · Ai Segmentation · 512 × 512 px
Use case
Image segmentationObject detection· Conversion set
Preview of Fruit Still Life on Clutter — Instances (512px)
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108.1 KB
Actual file preview for Fruit Still Life on Clutter — Instances (512px)

Fruit Still Life on Clutter — Instances (512px)

The same four-object fruit still life on a cluttered background — the hard input for instance segmentation and object detection. The indexed instance mask gives per-object ground truth.

File
PNG · Ai Segmentation · 512 × 512 px
Use case
Image segmentationObject detection· Conversion set
Preview of Indexed Instance Mask — 4 Objects (512px)
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3 KB
Actual file preview for Indexed Instance Mask — 4 Objects (512px)

Indexed Instance Mask — 4 Objects (512px)

An indexed (palette) instance mask for the fruit still life: background = 0 and each fruit painted with its own instance id. Per-object class and normalised bounding box are listed in the specs.

File
PNG · Ai Segmentation · 512 × 512 px
Use case
Image segmentationObject detection· Conversion set