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Merged
gabrieletijunaityte merged 8 commits into from
Feb 23, 2026
Merged

Generate caption templates #46

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a95b05c
update s2bms csv
vdplasthijs Feb 9, 2026
c8b5685
update configs
vdplasthijs Feb 11, 2026
b62d4ae
Inference alignment nb
vdplasthijs Feb 16, 2026
b78cca3
Caption generation script
vdplasthijs Feb 17, 2026
d949922
nb to generate captions
vdplasthijs Feb 17, 2026
33617ae
Merge branch 'develop' into feature/butterfly-data
vdplasthijs Feb 17, 2026
96ffbfe
change default to use adjectives
vdplasthijs Feb 20, 2026
87c2fbe
1000 caption templates
vdplasthijs Feb 20, 2026
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2 changes: 1 addition & 1 deletion configs/data/butterfly_coords_text.yaml
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Expand Up @@ -13,7 +13,7 @@ dataset:

caption_builder:
_target_: src.data.butterfly_caption_builder.ButterflyCaptionBuilder
templates_fname: v1.json
templates_fname: v3.json
data_dir: ${paths.data_dir}/s2bms
seed: ${seed}

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2 changes: 1 addition & 1 deletion configs/model/predictive_cnn_aef.yaml → configs/model/predictive_cnn_s2.yaml
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Expand Up @@ -4,7 +4,7 @@ eo_encoder:
_target_: src.models.components.eo_encoders.cnn_encoder.CNNEncoder
resnet_version: 18
freezing_strategy: none
eo_data_name: aef
eo_data_name: s2

prediction_head:
_target_: src.models.components.pred_heads.mlp_pred_head.MLPPredictionHead
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17 changes: 17 additions & 0 deletions data/s2bms/caption_templates/v3.json
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@@ -0,0 +1,17 @@
[
"Location with <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>.",
"Area with <aux_corine_frac_243> and <aux_corine_frac_322>.",
"Site with <aux_corine_frac_lowlevel_top_1> and <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_01> and <aux_bioclim_12>.",
"Location with <aux_corine_frac_lowlevel_top_1> and <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_05> and <aux_bioclim_06>.",
"Area with <aux_corine_frac_lowlevel_top_1> and <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_01> and <aux_bioclim_07>.",
"Site with <aux_corine_frac_lowlevel_top_1> and <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_13> and <aux_bioclim_14>.",
"Location with <aux_corine_frac_lowlevel_top_1> and <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_01>, <aux_bioclim_13> and <aux_bioclim_14>.",
"Area with <aux_corine_frac_lowlevel_top_1>, with <aux_bioclim_01> and <aux_bioclim_12>.",
"Site with <aux_corine_frac_lowlevel_top_1>, with <aux_bioclim_05> and <aux_bioclim_06>.",
"Location with <aux_corine_frac_lowlevel_top_1>, with <aux_bioclim_01> and <aux_bioclim_07>.",
"Area with <aux_corine_frac_lowlevel_top_1>, with <aux_bioclim_13> and <aux_bioclim_14>.",
"Site with <aux_corine_frac_lowlevel_top_1>, with <aux_total_population>, <aux_bioclim_13> and <aux_bioclim_14>.",
"Area with <aux_corine_frac_243> and <aux_corine_frac_322>.",
"Site with <aux_corine_frac_highlevel_top_1>, with <aux_maxdist_road>, <aux_pop_density> and <aux_bioclim_14>."

]
52 changes: 52 additions & 0 deletions data/s2bms/caption_templates/v4.json
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[
"ecosystem of <aux_corine_frac_highlevel_top_1>, influenced by <aux_bioclim_19> and <aux_bioclim_17>.",
"ecosystem of <aux_corine_frac_lowlevel_top_1> within a broader <aux_corine_frac_midlevel_top_1> context, showing <aux_bioclim_07>.",
"territory of <aux_corine_frac_highlevel_top_1>, showing <aux_bioclim_17>.",
"area with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, showing <aux_meandist_road>, <aux_bioclim_02> and <aux_bioclim_06>.",
"site with a mosaic of <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>, with <aux_bioclim_06>.",
"area of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, influenced by <aux_bioclim_03>, <aux_bioclim_10> and <aux_bioclim_13>.",
"site of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, showing <aux_total_population> and <aux_maxdist_road>.",
"landscape of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, showing <aux_bioclim_13> and <aux_meandist_road>.",
"locale of <aux_corine_frac_lowlevel_top_1> within a broader <aux_corine_frac_midlevel_top_1> context, showing <aux_bioclim_07>, <aux_bioclim_18> and <aux_bioclim_16>.",
"patch characterised by <aux_corine_frac_midlevel_top_2>, under <aux_bioclim_09> conditions.",
"area of <aux_corine_frac_midlevel_top_1> areas containing <aux_corine_frac_lowlevel_top_1>, under <aux_bioclim_02> and <aux_bioclim_14> conditions.",
"setting dominated by <aux_corine_frac_lowlevel_top_1>, influenced by <aux_bioclim_19>.",
"territory with an interface of <aux_corine_frac_highlevel_top_1> and <aux_corine_frac_highlevel_top_2>, with <aux_bioclim_07> and <aux_total_population>.",
"location with a heterogeneous mix of <aux_corine_frac_highlevel_top_1>, <aux_corine_frac_highlevel_top_2> and <aux_corine_frac_highlevel_top_3>, with <aux_bioclim_07>.",
"region characterised by <aux_corine_frac_midlevel_top_2>, showing <aux_bioclim_06> and <aux_bioclim_02>.",
"locale of <aux_corine_frac_highlevel_top_1> landscapes, especially <aux_corine_frac_midlevel_top_1>, with <aux_meandist_road>, <aux_bioclim_01> and <aux_bioclim_15>.",
"region of <aux_corine_frac_highlevel_top_1>, under <aux_bioclim_11> and <aux_bioclim_01> conditions.",
"site characterised by <aux_corine_frac_midlevel_top_2>, influenced by <aux_bioclim_10>.",
"habitat region of <aux_corine_frac_highlevel_top_1>, influenced by <aux_pop_density> and <aux_bioclim_04>.",
"locale with a mosaic of <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>, influenced by <aux_bioclim_05> and <aux_bioclim_04>.",
"territory of <aux_corine_frac_lowlevel_top_1>, with <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_17> and <aux_bioclim_09>.",
"geographical area with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, influenced by <aux_bioclim_09>, <aux_bioclim_15> and <aux_bioclim_16>.",
"locale of <aux_corine_frac_lowlevel_top_1> within a broader <aux_corine_frac_midlevel_top_1> context, influenced by <aux_pop_density>, <aux_bioclim_05> and <aux_meandist_road>.",
"territory characterised by <aux_corine_frac_midlevel_top_1>, under <aux_bioclim_12> and <aux_bioclim_18> conditions.",
"site with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, under <aux_bioclim_04>, <aux_bioclim_18> and <aux_bioclim_11> conditions.",
"region with a mosaic of <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>, influenced by <aux_bioclim_19> and <aux_total_population>.",
"environment characterised by <aux_corine_frac_midlevel_top_2>, under <aux_bioclim_08>, <aux_bioclim_10> and <aux_bioclim_06> conditions.",
"patch of <aux_corine_frac_highlevel_top_1>, influenced by <aux_meandist_road>.",
"habitat region of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, under <aux_meandist_road> and <aux_bioclim_03> conditions.",
"zone of <aux_corine_frac_highlevel_top_1>, influenced by <aux_maxdist_road>, <aux_bioclim_13> and <aux_meandist_road>.",
"setting with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, showing <aux_bioclim_08>.",
"zone with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, with <aux_bioclim_03>, <aux_bioclim_07> and <aux_bioclim_08>.",
"geographical area of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, showing <aux_bioclim_03> and <aux_bioclim_11>.",
"territory of <aux_corine_frac_lowlevel_top_1> within a broader <aux_corine_frac_midlevel_top_1> context, showing <aux_bioclim_04>.",
"location of <aux_corine_frac_highlevel_top_1>, with areas of <aux_corine_frac_highlevel_top_2>, influenced by <aux_bioclim_04>, <aux_bioclim_13> and <aux_bioclim_03>.",
"locale of <aux_corine_frac_midlevel_top_1>, alongside <aux_corine_frac_midlevel_top_2>, with <aux_bioclim_02>.",
"locale with a mosaic of <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>, under <aux_bioclim_04> and <aux_bioclim_16> conditions.",
"place with a mosaic of <aux_corine_frac_lowlevel_top_1>, <aux_corine_frac_lowlevel_top_2> and <aux_corine_frac_lowlevel_top_3>, with <aux_bioclim_13>.",
"patch of <aux_corine_frac_highlevel_top_1>, under <aux_bioclim_10>, <aux_bioclim_15> and <aux_bioclim_16> conditions.",
"environment of <aux_corine_frac_lowlevel_top_1>, with <aux_corine_frac_lowlevel_top_2>, with <aux_bioclim_11> and <aux_bioclim_12>.",
"territory with a patchwork of <aux_corine_frac_midlevel_top_1>, <aux_corine_frac_midlevel_top_2> and <aux_corine_frac_midlevel_top_3>, showing <aux_bioclim_19> and <aux_bioclim_02>.",
"area with a transition between <aux_corine_frac_midlevel_top_1> and <aux_corine_frac_midlevel_top_2>, under <aux_bioclim_12> and <aux_bioclim_16> conditions.",
"region of <aux_corine_frac_midlevel_top_1>, alongside <aux_corine_frac_midlevel_top_2>, with <aux_bioclim_16>, <aux_bioclim_18> and <aux_pop_density>.",
"habitat of <aux_corine_frac_highlevel_top_1> landscapes, especially <aux_corine_frac_midlevel_top_1>, showing <aux_bioclim_19> and <aux_bioclim_06>.",
"patch of <aux_corine_frac_highlevel_top_1>, showing <aux_bioclim_13> and <aux_bioclim_10>.",
"habitat of <aux_corine_frac_highlevel_top_1>, with <aux_bioclim_02>.",
"environment of <aux_corine_frac_highlevel_top_1>, influenced by <aux_bioclim_16> and <aux_bioclim_11>.",
"territory dominated by <aux_corine_frac_lowlevel_top_1>, influenced by <aux_bioclim_08>, <aux_bioclim_12> and <aux_bioclim_06>.",
"zone of <aux_corine_frac_highlevel_top_1>, with <aux_bioclim_16> and <aux_bioclim_18>.",
"landscape with a heterogeneous mix of <aux_corine_frac_highlevel_top_1>, <aux_corine_frac_highlevel_top_2> and <aux_corine_frac_highlevel_top_3>, with <aux_bioclim_16> and <aux_bioclim_03>."
]
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