BigEarthNet.txt: A Large-Scale Multi-Sensor Image-Text Dataset and Benchmark for Earth Observation
Paper • 2603.29630 • Published • 1
patch_id stringlengths 50 50 | s1_name stringlengths 42 44 | split stringclasses 1
value | country stringclasses 7
values | season stringclasses 2
values | climate_zone stringclasses 8
values | has_s1 bool 1
class | bands unknown | qa stringlengths 2.39k 5.53k | bbox stringlengths 2 3.99k |
|---|---|---|---|---|---|---|---|---|---|
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_51_83 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_51_83 | train | Austria | Summer | Cold, no dry season, warm summer | true | "Tk9NT01TXF5cXFpWUlhfU1VVVFVVVVVSVVNWTklKSklKRkhTYmJhZWNiY2R8VUlOS0xKSUhJR0hSWmpqbFZkfIlVUFlfZmVsaFp(...TRUNCATED) | "[{\"id\":17860,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any mixed forest direc(...TRUNCATED) | "[{\"id\":17868,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Generate a bounding box(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_54_90 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_54_90 | train | Austria | Summer | Cold, no dry season, warm summer | true | "Q0FCQ0JFREFDRERFQj5FRkhKT09KRkY7Pz86OkBHW1c3PTw8PDs+Qj07MzI7PTlFSVJQTElCPTo9Oj04NTY4PD04OD0/ODA3NTY(...TRUNCATED) | "[{\"id\":21206,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any broad-leaved fores(...TRUNCATED) | "[{\"id\":21214,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Generate a bounding box(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_55_81 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_55_81 | train | Austria | Summer | Cold, no dry season, warm summer | true | "W1dRTE5CP0tPUFRXW1RMRU9SRkxNTFdzf3ltZWBybX2OeltUUlJQUFFOUlpXVVNQUE1VVVVUU1VXV1NRTkxQT1BPTk5JTE5NTlB(...TRUNCATED) | "[{\"id\":22095,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any instance of indust(...TRUNCATED) | "[{\"id\":22103,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Create a bounding box f(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_56_88 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_56_88 | train | Austria | Summer | Cold, no dry season, warm summer | true | "MDE2Lzc3NikuMjg2NzM5OjM1My8yNDY1NTQyLi4yMzMtLSwzMC80MysvMDQ+ODE1NDQ1MjU4ODk1OTo0NDYxMjY3NzQ3NTY2Ojo(...TRUNCATED) | "[{\"id\":23293,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is there any mixed forest(...TRUNCATED) | "[{\"id\":23301,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Provide a bounding box (...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_58_85 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_58_85 | train | Austria | Summer | Cold, no dry season, warm summer | true | "TUlMUE9RWV5aUk5MSEhGS05JQkM/OTYyQk5MQEM6LzQ3NEJKTk5QT05OUVBNT1BQTUxNTk9MSlBQTExMTEd5bltcWlhZXV9gY2Z(...TRUNCATED) | "[{\"id\":25206,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any mixed forest adjac(...TRUNCATED) | "[{\"id\":25214,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Create a bounding box a(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_59_78 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_59_78 | train | Austria | Summer | Cold, no dry season, warm summer | true | "LDAvLSouKjIxLTI8OTEpLTA0Nz03KykiKictMSoqKisnKiorKy0pLS4pKCYwLTQyMTEzLzEvMTM1MzY4NS0tMzs4O29QNjM4ODg(...TRUNCATED) | "[{\"id\":26139,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Does any mixed forest com(...TRUNCATED) | "[{\"id\":26147,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Generate a bounding box(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_59_80 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_59_80 | train | Austria | Summer | Cold, no dry season, warm summer | true | "SEhHSEZGRT1CQ0A/OjQ0MjE5NSw1Njc2MT09MzhGPzk1MzQrLjQwMDYmNjQ0ODc3LT41JSYuKy0vNjs1Njc3NzczMj1CMTQ2KiE(...TRUNCATED) | "[{\"id\":26177,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is there any mixed forest(...TRUNCATED) | "[{\"id\":26185,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Generate a bounding box(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_59_81 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_59_81 | train | Austria | Summer | Cold, no dry season, warm summer | true | "Y2FZVlhZWFhZWFlaW1pXW1tNSUlMS0tLSGdwXFpaUUpNVk9WZFdRYFxSOjEtNjU2MjI2MCkrLisoKSYrJiYrKCkwJSgxOkA/PEA(...TRUNCATED) | "[{\"id\":26199,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any mixed forest and p(...TRUNCATED) | "[{\"id\":26207,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Provide a bounding box (...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_61_90 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_61_90 | train | Austria | Summer | Cold, no dry season, warm summer | true | "Pj49QDw3P0ZITk5QWmVlVU5EOT9BSFFXWVhUU1NVV1lZVFNTV1VXVVJTUWtYTEtMTk1LSkxOTlBRT01MS0lJTE5OTlJOSkdKTEh(...TRUNCATED) | "[{\"id\":28623,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any coniferous forest (...TRUNCATED) | "[{\"id\":28631,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Create a bounding box a(...TRUNCATED) |
S2A_MSIL2A_20170613T101031_N9999_R022_T33UUP_64_86 | S1B_IW_GRDH_1SDV_20170612T165809_33UUP_64_86 | train | Austria | Summer | Cold, no dry season, warm summer | true | "cqKZgpJ6hZiSknp/iIyHkHpBQkhISUg/Oz1APDk6PTo5Ojo7Pzw3MjM8Ny8uKS8uMzE2NigjKiUxOTQxMjUyMzUvKy8xLCszNDE(...TRUNCATED) | "[{\"id\":31800,\"type\":\"binary\",\"category\":\"adjacency\",\"input\":\"Is any coniferous forest (...TRUNCATED) | "[{\"id\":31808,\"type\":\"bounding box\",\"category\":\"point\",\"input\":\"Generate a bounding box(...TRUNCATED) |
End of preview. Expand in Data Studio
benvqa shards
Per-image Parquet shards for training vision-language models on BigEarthNet.txt. One row = one image: a 12-channel uint8 cube (Sentinel-2 B02 B03 B04 B05 B06 B07 B08 B8A B11 B12 + Sentinel-1 VV VH, 120x120 px at 10 m) plus all of its binary / MCQ / caption annotations (JSON) and its bounding-box annotations (JSON, separate column).
Built by benvqa.data.build_shards from
- BigEarthNet.txt annotations (BIFOLD, CDLA-Permissive-1.0), and
- BigEarthNet v2.0 imagery, Zenodo record 10891137 (CDLA-Permissive-1.0).
Encoding parameters: meta/quantization.json. Shard statistics: meta/shard_index.json.
Test-split images are not included.
Attribution
J. Herzog, M. Adler, L. Hackel, Y. Shu, A. Zavras, I. Papoutsis, P. Rota, B. Demir, "BigEarthNet.txt: A Large-Scale Multi-Sensor Image-Text Dataset and Benchmark for Earth Observation", arXiv:2603.29630, 2026.
K. N. Clasen, L. Hackel, T. Burgert, G. Sumbul, B. Demir, V. Markl, "reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis", IGARSS 2025.
- Downloads last month
- 512