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Add 22 no-change negative pairs; update dataset card

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README.md CHANGED
@@ -29,12 +29,16 @@ collected by the dataset author in additional folders alongside it.
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  ```
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  Remove360_based/ pairs derived from Remove360 (see below)
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  └── <scene>/ backyard, bedroom, living-room, office, park, stairwell
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- └── pair_<nn>/ pair_01, pair_02, ... (contiguous per scene)
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- ├── before.jpg aligned image with the object present
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- ├── after.jpg image with the object missing
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  └── label.json {"missing": true, "items": ["<removed object>"]}
 
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  ```
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  Additional collections of original photographs follow the same
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  pair-folder layout with `before.jpg`, `after.jpg`, and `label.json`.
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@@ -50,19 +54,20 @@ outdoor scenes. Its before and after images are independent captures — they
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  are **not** pixel-aligned pairs — so this subset was built by finding and
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  aligning the closest matching viewpoints between the two walks.
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- 124 pairs across 6 scenes and 9 removed objects:
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-
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- | scene | pairs | | removed object | pairs |
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- |---|---|---|---|---|
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- | backyard | 53 | | chairs | 36 |
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- | stairwell | 24 | | backpack | 24 |
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- | living-room | 21 | | stroller | 16 |
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- | office | 13 | | sofa | 15 |
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- | park | 10 | | deckchair | 11 |
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- | bedroom | 3 | | bicycle | 10 |
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- | | | | pillows | 6 |
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- | | | | table | 3 |
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- | | | | toy-truck | 3 |
 
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  ### How it was generated
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@@ -93,6 +98,14 @@ aligning the closest matching viewpoints between the two walks.
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  7. **Manual curation** — the automatically accepted pairs were reviewed and
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  some were deleted by hand; the remaining pairs were renumbered
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  contiguously.
 
 
 
 
 
 
 
 
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  ### Known limitations
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  ```
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  Remove360_based/ pairs derived from Remove360 (see below)
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  └── <scene>/ backyard, bedroom, living-room, office, park, stairwell
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+ └── pair_<nn>/ pair_01, pair_02, ...
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+ ├── before.jpg aligned earlier image
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+ ├── after.jpg later image
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  └── label.json {"missing": true, "items": ["<removed object>"]}
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+ or {"missing": false, "items": []} for no-change pairs
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  ```
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+ Negative (no-change) pairs additionally carry a `source` field in
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+ `label.json` documenting which images they were built from.
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+
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  Additional collections of original photographs follow the same
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  pair-folder layout with `before.jpg`, `after.jpg`, and `label.json`.
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  are **not** pixel-aligned pairs — so this subset was built by finding and
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  aligning the closest matching viewpoints between the two walks.
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+ 146 pairs 124 positives (something was removed) and 22 negatives (nothing
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+ changed) — across 6 scenes and 9 removed objects:
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+
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+ | scene | positive | negative | | removed object | pairs |
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+ |---|---|---|---|---|---|
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+ | backyard | 53 | 7 | | chairs | 36 |
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+ | stairwell | 24 | 7 | | backpack | 24 |
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+ | living-room | 21 | 5 | | stroller | 16 |
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+ | office | 13 | 1 | | sofa | 15 |
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+ | park | 10 | 2 | | deckchair | 11 |
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+ | bedroom | 3 | 0 | | bicycle | 10 |
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+ | | | | | pillows | 6 |
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+ | | | | | table | 3 |
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+ | | | | | toy-truck | 3 |
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  ### How it was generated
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  7. **Manual curation** — the automatically accepted pairs were reviewed and
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  some were deleted by hand; the remaining pairs were renumbered
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  contiguously.
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+ 8. **No-change negatives** — within one scene, the before images of two
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+ different pairs that share the same removed-item label come from the same
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+ pre-removal camera walk (the item is present in both), and likewise the
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+ after images from the same post-removal walk (absent in both). Such
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+ same-side image pairs were matched and aligned with the same gates as the
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+ positives — with mutual frame coverage additionally capped at 96% so
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+ overlap statistics cannot separate the classes — and saved as
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+ `{"missing": false}` pairs.
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  ### Known limitations
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+ "source": "backyard/deckchair/before: pair_32 -> pair_33 (overlap 0.955, similarity 0.811)"
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+ }