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1_CoastTrain

Daniel Buscombe edited this page Feb 25, 2023 · 2 revisions

💾 Coast Train

Coast Train is a dataset for segmentation of images of coastal environments

Example labeled imagery:

2018-09-PelicanIsland-ortho-rgb-5cm_05_01_ID3_overlay chunk1_m_2808028_nw_17_1_20151017_multiband_canaveral_site116_ID3_overlay chunk1_m_3211714_se_11_1_20100503_multiband_ID1_overlay chunk1_m_4107022_nw_19_060_20180817_multiband_cape_cod_site191_ID3_overlay

2-class / Orthomosaic + NAIP imagery

Classes: 0. water

  1. other

Training curve for the best model:

ct_ortho_all_water_768_v6_trainhist_18

Some example validation outputs:

ct_ortho_all_water_768_v6_val_248 ct_ortho_all_water_768_v6_val_287 ct_ortho_all_water_768_v6_val_311 ct_ortho_all_water_768_v6_val_322

5-class / NAIP imagery

Classes: 0. water

  1. whitewater
  2. sediment
  3. bare terrain
  4. other terrain

Training curve for the best model:

ct_NAIP_5class_768_v5_trainhist_17

Some example validation outputs:

ct_NAIP_5class_768_v5_val_243 ct_NAIP_5class_768_v5_val_245 ct_NAIP_5class_768_v5_val_262 ct_NAIP_5class_768_v5_val_273

5-class SegFormer model / NAIP imagery

Classes: 0. water

  1. whitewater
  2. sediment
  3. bare terrain
  4. other terrain

Training curve for the best model:

Some example validation outputs:

ct_NAIP_5class_768_segformer_v3_val_55 ct_NAIP_5class_768_segformer_v3_val_60 ct_NAIP_5class_768_segformer_v3_val_79 ct_NAIP_5class_768_segformer_v3_val_117 ct_NAIP_5class_768_segformer_v3_val_121

8-class / NAIP imagery

Classes: 0. water

  1. whitewater
  2. sediment
  3. other_bare_natural_terrain
  4. marsh_vegetation
  5. terrestrial_vegetation
  6. agricultural
  7. development

Training curve for the best model:

ct_NAIP_8class_768_v5_trainhist_16

Some example validation outputs:

ct_NAIP_8class_768_v5_val_246 ct_NAIP_8class_768_v5_val_256 ct_NAIP_8class_768_v5_val_262 ct_NAIP_8class_768_v5_val_283

8-class SegFormer model / NAIP imagery

Classes: 0. water

  1. whitewater
  2. sediment
  3. other_bare_natural_terrain
  4. marsh_vegetation
  5. terrestrial_vegetation
  6. agricultural
  7. development

Training curve for the best model:

Some example validation outputs:

ct_NAIP_8class_768_segformer_v3_val_51 ct_NAIP_8class_768_segformer_v3_val_58 ct_NAIP_8class_768_segformer_v3_val_68 ct_NAIP_8class_768_segformer_v3_val_77 ct_NAIP_8class_768_segformer_v3_val_79 ct_NAIP_8class_768_segformer_v3_val_99