Datasets:
Add 22 no-change negative pairs; update dataset card
Browse files- README.md +29 -16
- Remove360_based/backyard/pair_54/after.jpg +3 -0
- Remove360_based/backyard/pair_54/before.jpg +3 -0
- Remove360_based/backyard/pair_54/label.json +5 -0
- Remove360_based/backyard/pair_55/after.jpg +3 -0
- Remove360_based/backyard/pair_55/before.jpg +3 -0
- Remove360_based/backyard/pair_55/label.json +5 -0
- Remove360_based/backyard/pair_56/after.jpg +3 -0
- Remove360_based/backyard/pair_56/before.jpg +3 -0
- Remove360_based/backyard/pair_56/label.json +5 -0
- Remove360_based/backyard/pair_57/after.jpg +3 -0
- Remove360_based/backyard/pair_57/before.jpg +3 -0
- Remove360_based/backyard/pair_57/label.json +5 -0
- Remove360_based/backyard/pair_58/after.jpg +3 -0
- Remove360_based/backyard/pair_58/before.jpg +3 -0
- Remove360_based/backyard/pair_58/label.json +5 -0
- Remove360_based/backyard/pair_59/after.jpg +3 -0
- Remove360_based/backyard/pair_59/before.jpg +3 -0
- Remove360_based/backyard/pair_59/label.json +5 -0
- Remove360_based/backyard/pair_60/after.jpg +3 -0
- Remove360_based/backyard/pair_60/before.jpg +3 -0
- Remove360_based/backyard/pair_60/label.json +5 -0
README.md
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@@ -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, ...
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├── before.jpg aligned
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├── after.jpg
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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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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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### 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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### 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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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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| 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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Remove360_based/backyard/pair_54/after.jpg
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Remove360_based/backyard/pair_54/label.json
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{
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"missing": false,
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"items": [],
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"source": "backyard/chairs/before: pair_09 -> pair_11 (overlap 0.938, similarity 0.727)"
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}
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{
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"missing": false,
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"items": [],
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"source": "backyard/chairs/before: pair_16 -> pair_17 (overlap 0.914, similarity 0.910)"
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}
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{
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"missing": false,
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"items": [],
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"source": "backyard/chairs/after: pair_03 -> pair_23 (overlap 0.858, similarity 0.477)"
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}
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{
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"missing": false,
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"items": [],
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"source": "backyard/chairs/after: pair_09 -> pair_11 (overlap 0.940, similarity 0.707)"
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}
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{
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"missing": false,
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"items": [],
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"source": "backyard/chairs/after: pair_16 -> pair_17 (overlap 0.900, similarity 0.880)"
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}
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{
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"missing": false,
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"items": [],
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"source": "backyard/deckchair/before: pair_25 -> pair_26 (overlap 0.851, similarity 0.691)"
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}
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"missing": false,
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"items": [],
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"source": "backyard/deckchair/before: pair_32 -> pair_33 (overlap 0.955, similarity 0.811)"
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}
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