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eb11f86a482c31ad4604cd6a55bdbd2ae2a5eb95..0000000000000000000000000000000000000000 --- a/LMM_outputs_realskyimages/gemini/rsky_000146_qa.pickle +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:c5b7cf738bbcb64cdb7c684fda7f715ea6e6a811e3c85f20f57def20139d3b7d -size 20950 diff --git a/LMM_outputs_realskyimages/gemini/rsky_000149_qa.pickle b/LMM_outputs_realskyimages/gemini/rsky_000149_qa.pickle deleted file mode 100644 index c8b5484d999114c0fe7dc2686726eb19ac8dd727..0000000000000000000000000000000000000000 --- a/LMM_outputs_realskyimages/gemini/rsky_000149_qa.pickle +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:aec66e38932b447a1f4c691f9094fff33b26c125e534d2005c351e0f869e8dd3 -size 20329 diff --git a/LMM_outputs_realskyimages/gemini/rsky_000150_qa.pickle b/LMM_outputs_realskyimages/gemini/rsky_000150_qa.pickle deleted file mode 100644 index 43334d6abde49e72c3ba2f2b1810d0980edd148c..0000000000000000000000000000000000000000 --- a/LMM_outputs_realskyimages/gemini/rsky_000150_qa.pickle +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:069999db31d50da6ca52b4ab77518b2c5573be2b1655fddd095e9882474d5186 -size 28723 diff --git a/LMM_outputs_realskyimages/gemini/rsky_000154_qa.pickle b/LMM_outputs_realskyimages/gemini/rsky_000154_qa.pickle deleted file mode 100644 index 6e268414b617c38546a551af5497915e4c292f24..0000000000000000000000000000000000000000 --- a/LMM_outputs_realskyimages/gemini/rsky_000154_qa.pickle +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:1b48340080cc881077423966d92ff14ee7e9802f04920b20b71028815124e737 -size 29777 diff --git a/VQA_realskyimages/README.md b/VQA_realskyimages/README.md index 0acebef4a2fe47a828846491237dc3b0eaf2103d..10630725b4686f8ff86adc500c91a5ad8397ad8a 100644 --- a/VQA_realskyimages/README.md +++ b/VQA_realskyimages/README.md @@ -1,6 +1,6 @@ # VQA_realskyimages -Questions and ground truth for **156 real published astronomical figures**, +Questions and ground truth for **104 real published astronomical figures**, scraped from [AstroExplorer](https://www.astroexplorer.org) with AVM astrometry embedded in each JPEG. @@ -21,8 +21,10 @@ served files carry the answer key in an XMP packet. ## Contents - qa_jsons/rsky_NNNNNN_qa.json 156 records: provenance + astrometry + questions + qa_jsons/rsky_NNNNNN_qa.json 104 records: provenance + astrometry + plot box + questions fetch_images.py re-downloads and re-strips the images + selection_manifest.json all 163 scraped figures: included / excluded (and why), with the + human-verified plot box for every reviewed figure Each json is a JSON-encoded *string* (two decodes, as in `VQA_full`): @@ -31,7 +33,7 @@ Each json is a JSON-encoded *string* (two decodes, as in `VQA_full`): | key | contents | |---|---| -| `source` | AstroExplorer id, details/hi-res URLs, title, authors, citation, DOI, ADS link, copyright, the full `avm` block, the `wwt` parameters, and `astrometry_check` | +| `source` | AstroExplorer id, details/hi-res URLs, title, authors, citation, DOI, ADS link, copyright, the full `avm` block, the `wwt` parameters, `astrometry_check`, the human-verified `plot_box`, and `ground_truth_full_image` (the superseded whole-image answers) | | `image` | `vqa_id`, stripped filename, pixel width/height | | `VQA` | `VQA[level]['Figure-level questions'][name]` -> entry, same entry fields as `VQA_full` | | `vqa_id` | `rsky_NNNNNN` | @@ -40,8 +42,33 @@ Each json is a JSON-encoded *string* (two decodes, as in `VQA_full`): 163 figures were scraped; **7 are excluded** because `astrometry_check` flags `marginal_correctness` (wrong position, coordinates copied from a neighbouring -article, or a field too wide to map with one TAN projection). The remaining -**156** are here. +article, or a field too wide to map with one TAN projection). That leaves 156. + +**52 more are excluded after plot-box review, leaving the 104 here.** The +stored JPEGs are page crops (running heads, colorbars, captions), so the +plotted region had to be located before its size could serve as ground truth. +An OpenCV first pass proposed a 4-corner plot (axis) frame for each figure, and +every proposal was then **human verified** in Label Studio. The reviewer +deleted the box for 52 figures, almost all because the crop cuts off their +axis labels, and those figures are dropped. The `rsky_` ids keep their original +numbers, so there are gaps. The code is in the `real_data/scripts/` working +area (`detect_plot_box.py`, `apply_plot_boxes.py`, `update_realsky_dataset.py`, +`label_studio/`). + +## Ground truth comes from the plot box, not the whole image + +For the 104 kept figures, `field width` / `field height` are the angular sides +of the verified plot box, measured along its edges through the AVM WCS (so +slight scan skew is handled). `center right ascension` / `center declination` +are the sky position of the box centre. `pixel scale` is unchanged: it is +arcsec per pixel of the image sent to the model. The previous whole-image values +are kept in `source['ground_truth_full_image']`, and the box (corners in image +pixels with the origin top-left, rectangle, reviewer flags/notes) in +`source['plot_box']`. + +**Score against these qa_jsons, not the run pickles.** The pickles in +`LMM_outputs_realskyimages/` were written before the plot-box review, so the +`A` field inside them is the old whole-image truth. ## The questions, and why these @@ -57,7 +84,7 @@ labels -- none of these are recorded for a figure we did not draw. Also dropped, for a subtler reason: **`epoch` and `finest tick unit`**. Those ask what the figure *prints*. The AVM `Spatial.Equinox` field reads `2000.0` for -all 156 records, but that describes the astrometric solution, not the axis +all records, but that describes the astrometric solution, not the axis labels -- the Monoceros R2 figure (1997 AJ 114 209) stores J2000 `06h07m46s -06d22m29s` while its axes are labelled `alpha[1950]`. 23% of these papers predate 1990. There is no record of what each figure printed, so these @@ -91,7 +118,8 @@ but not something every published figure has. So the real-sky set asks for the The consequence: the three geometry questions (`field width`, `field height`, `pixel scale`) are worded identically in both sets and can be read side by side, but the positional result here -- median 0.45 deg, 70% within 1 deg on -156 figures -- is a standalone number with no synthetic baseline to sit +the original 156 figures, against the whole-image centre (not yet re-scored +against the plot-box centre) -- is a standalone number with no synthetic baseline to sit against. There is no way to say whether that is good *relative to* performance on figures where we know the answer is cleanly readable. diff --git a/VQA_realskyimages/qa_jsons/rsky_000001_qa.json b/VQA_realskyimages/qa_jsons/rsky_000001_qa.json index 6bc88a08844e7df6e427e048827a5efd723092c7..3864fe1b0a197710b915538374b2c839838391ff 100644 --- a/VQA_realskyimages/qa_jsons/rsky_000001_qa.json +++ b/VQA_realskyimages/qa_jsons/rsky_000001_qa.json @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:131ca39eb1ad31ac530ea7989cc0e005df55498ad734616752c613f441f58562 -size 7208 +oid sha256:26f7b3b5a9f0a2ecb8198f31f6762500ccfe1581ca8e7f3a27cc199f0c56154a +size 7830 diff --git a/VQA_realskyimages/qa_jsons/rsky_000002_qa.json b/VQA_realskyimages/qa_jsons/rsky_000002_qa.json deleted file mode 100644 index 57528c02771af3cede6c32e0dbf5257cdf79eec0..0000000000000000000000000000000000000000 --- a/VQA_realskyimages/qa_jsons/rsky_000002_qa.json +++ /dev/null @@ -1,3 +0,0 @@ -version 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