Hugging Face's logo

Datasets:
sdan
/
geomix

Modalities:
Text
Size:
10M<n<100M
Tags:
geolocation
webdataset
streetview
vision
Libraries:
WebDataset
License:
Dataset card Data Studio Files
xet
Community
sdan commited on
Commit
fc775d8
·
verified ·
1 Parent(s): 2d25a5c

Add files using upload-large-folder tool

Browse files
Files changed (50) hide show
  1. README.md +116 -0
  2. metadata.parquet +3 -0
  3. train/00/dress-000001.tar +3 -0
  4. train/00/dress-000005.tar +3 -0
  5. train/00/dress-000009.tar +3 -0
  6. train/00/dress-000010.tar +3 -0
  7. train/00/dress-000013.tar +3 -0
  8. train/00/dress-000014.tar +3 -0
  9. train/00/dress-000018.tar +3 -0
  10. train/00/dress-000020.tar +3 -0
  11. train/00/dress-000024.tar +3 -0
  12. train/00/dress-000029.tar +3 -0
  13. train/00/dress-000030.tar +3 -0
  14. train/00/dress-000031.tar +3 -0
  15. train/00/dress-000032.tar +3 -0
  16. train/00/dress-000033.tar +3 -0
  17. train/00/dress-000034.tar +3 -0
  18. train/00/dress-000035.tar +3 -0
  19. train/00/dress-000037.tar +3 -0
  20. train/00/dress-000038.tar +3 -0
  21. train/00/dress-000039.tar +3 -0
  22. train/00/dress-000040.tar +3 -0
  23. train/00/dress-000043.tar +3 -0
  24. train/00/dress-000044.tar +3 -0
  25. train/00/dress-000047.tar +3 -0
  26. train/00/dress-000048.tar +3 -0
  27. train/00/dress-000052.tar +3 -0
  28. train/00/dress-000053.tar +3 -0
  29. train/00/dress-000058.tar +3 -0
  30. train/00/dress-000060.tar +3 -0
  31. train/00/dress-000061.tar +3 -0
  32. train/00/dress-000062.tar +3 -0
  33. train/00/dress-000063.tar +3 -0
  34. train/00/dress-000064.tar +3 -0
  35. train/00/dress-000065.tar +3 -0
  36. train/00/dress-000067.tar +3 -0
  37. train/00/dress-000070.tar +3 -0
  38. train/00/dress-000076.tar +3 -0
  39. train/00/dress-000079.tar +3 -0
  40. train/00/dress-000087.tar +3 -0
  41. train/00/dress-000094.tar +3 -0
  42. train/00/dress-000095.tar +3 -0
  43. train/00/dress-000096.tar +3 -0
  44. train/00/dress-000098.tar +3 -0
  45. train/00/dress-000099.tar +3 -0
  46. val/00/dress-000027.tar +3 -0
  47. val/00/dress-000054.tar +3 -0
  48. val/00/dress-000066.tar +3 -0
  49. val/00/dress-000071.tar +3 -0
  50. val/00/dress-000086.tar +3 -0
README.md ADDED
@@ -0,0 +1,116 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-nc-4.0
3
+ task_categories:
4
+ - image-to-text
5
+ - zero-shot-image-classification
6
+ tags:
7
+ - geolocation
8
+ - gps
9
+ - vision
10
+ - webdataset
11
+ size_categories:
12
+ - 100K<n<1M
13
+ configs:
14
+ - config_name: default
15
+ data_files:
16
+ - split: train
17
+ path: "train/**/*.tar"
18
+ - split: validation
19
+ path: "val/**/*.tar"
20
+ ---
21
+
22
+ # GeoMix: Geolocation Dataset
23
+
24
+ Multi-source geolocation dataset in WebDataset format.
25
+
26
+ ## Statistics
27
+
28
+ | Metric | Value |
29
+ |--------|-------|
30
+ | **Total Images** | 100,000 |
31
+ | **Train** | 88,000 |
32
+ | **Validation** | 12,000 |
33
+ | **With GPS** | 100,000 (100.0%) |
34
+ | **Size** | 68.3 GB |
35
+
36
+ ### By Source
37
+
38
+ | Source | Images |
39
+ |--------|--------|
40
+ | dress | 100,000 |
41
+
42
+ ### By Region
43
+
44
+ | Region | Images |
45
+ |--------|--------|
46
+ | Southern | 36,410 |
47
+ | North America | 26,366 |
48
+ | Europe | 12,765 |
49
+ | Tropical North | 12,286 |
50
+ | Asia | 12,173 |
51
+
52
+ ## Usage
53
+
54
+ ### WebDataset
55
+
56
+ ```python
57
+ import webdataset as wds
58
+ from huggingface_hub import list_repo_files
59
+
60
+ # Get shard URLs
61
+ repo = "sdan/geomix"
62
+ files = [f for f in list_repo_files(repo, repo_type="dataset")
63
+ if f.startswith("train/") and f.endswith(".tar")]
64
+ urls = [f"https://huggingface.co/datasets/{repo}/resolve/main/{f}" for f in files]
65
+
66
+ ds = wds.WebDataset(urls).shuffle(1000).decode("pil")
67
+ for sample in ds:
68
+ img = sample["jpg"]
69
+ meta = sample["json"] # {"lat": float, "lon": float}
70
+ ```
71
+
72
+ ### HuggingFace Datasets
73
+
74
+ ```python
75
+ from datasets import load_dataset
76
+ ds = load_dataset("sdan/geomix", split="train", streaming=True)
77
+ ```
78
+
79
+ ### Query Metadata
80
+
81
+ ```python
82
+ import pandas as pd
83
+ df = pd.read_parquet("hf://datasets/sdan/geomix/metadata.parquet")
84
+ print(f"Total: {len(df):,}")
85
+ print(df.groupby('source').size())
86
+ ```
87
+
88
+ ## Schema
89
+
90
+ **WebDataset tar:**
91
+ - `{key}.jpg` - Image
92
+ - `{key}.json` - `{"lat": float, "lon": float}`
93
+
94
+ **metadata.parquet:**
95
+ | Column | Type | Description |
96
+ |--------|------|-------------|
97
+ | id | str | Globally unique: `{source}_{key}` |
98
+ | key | str | Original sample key |
99
+ | shard | str | Shard filename |
100
+ | split | str | train / val |
101
+ | source | str | mp16, dress, msls, gldv2, streetview |
102
+ | lat | float | Latitude (nullable) |
103
+ | lon | float | Longitude (nullable) |
104
+
105
+ ## Sources
106
+
107
+ - **MP16**: MediaEval Placing Task 2016 (Flickr)
108
+ - **DRESS**: Diverse Real-world Evaluation Set (Flickr)
109
+ - **OSV5M**: OpenStreetView 5M
110
+ - **GLDv2**: Google Landmarks v2 (geo subset)
111
+
112
+ *More sources coming: MSLS, StreetView panos*
113
+
114
+ ## License
115
+
116
+ CC-BY-NC-4.0 (individual source licenses may vary)
metadata.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a1fccbaa8add2080048cd68450bf3de121a81aeae91f3dc8c347fe5855872cf3
3
+ size 2353346
train/00/dress-000001.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e17650eac91b77c3aa411734d7dd0f94e28854572202f292380b14831e328abf
3
+ size 722278400
train/00/dress-000005.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:21d56c01009f3a6c557deba16dbd47244422418acc1313dc7e85ebaded570f66
3
+ size 731207680
train/00/dress-000009.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:6a612bfa37286770b5ffc0e1bc471d5a15bf7f32850f9bda0c3f4efc5daf6544
3
+ size 728954880
train/00/dress-000010.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e1289d79c035606ede8e7bcf4208ec3f94f60726c06ab72f3f656ac90b217ed2
3
+ size 725073920
train/00/dress-000013.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2d5feb5d193c9131bf1a4b08e3eb7aa75b488807a524d8c05139b164bfcf0d68
3
+ size 732733440
train/00/dress-000014.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:76622a6ec733f6982f93bf75f26322234386858b5b4b2dd251965d8e3856d0da
3
+ size 721981440
train/00/dress-000018.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7cf664477571ad243a02fcdd7203eb2c48ece9fac782ff6079f8bf3c0a33e6a6
3
+ size 728985600
train/00/dress-000020.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:411e715eafeb9c7a8f600cc7b1e9b259921df3df1b1f2cd05c6d57410c58bd73
3
+ size 737484800
train/00/dress-000024.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8681d8c6756f567ed71f0bf1fc2b3b951ddbdc8dca6477e1b597357dba59cf5b
3
+ size 733317120
train/00/dress-000029.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:38d7091b80e08653b2fcd699ca7e7cf92d4aa634939077701e6d59a705046eca
3
+ size 723998720
train/00/dress-000030.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fb5dafcb6350cdb0ec0702f471e337ea4c9b439a1acf1f9c2dacc61c9afaaa82
3
+ size 734771200
train/00/dress-000031.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f6319186ee016b698d623bfad98968f0f101f3eef0088a64a5837b14b7b79554
3
+ size 729333760
train/00/dress-000032.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b042b43b1757fd963f66765cffae9c7e486434a5c64a711c2fdec600e24f51a9
3
+ size 734996480
train/00/dress-000033.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:41d6e97d85e332fa3c8d2891e472a24763d59f73fa0506b2e436dfabe15554eb
3
+ size 736983040
train/00/dress-000034.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c1d04646bda592e04fa4fa0f69fee0a9884c96cd6816543c1eb979af6b25b973
3
+ size 731852800
train/00/dress-000035.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:69af7a9addab52d072dfed64949498981b9a252fc80eadf23ec533dac09c5e35
3
+ size 733153280
train/00/dress-000037.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4869b22c668ad49883b50bd80d3ace9a92fc106155e568464f56d4ea7f622892
3
+ size 744622080
train/00/dress-000038.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8381b4753bb40fffaeff309862de8fd4effaad6e39757c3bd742c2ffb1b286e7
3
+ size 734986240
train/00/dress-000039.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:207509fde32e94ac9259f708c1d5bb96c3dce3d4c91a29e1064f97ed2658caea
3
+ size 728535040
train/00/dress-000040.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:78ecce8cc48c08c2710b9c9a296c792c11062f722568645e8ae5cf4f975446df
3
+ size 729753600
train/00/dress-000043.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7dfbbdfa7e95a283555b5925a10fecf448f2d31c724eb6e3d48b3f357e4936ad
3
+ size 732303360
train/00/dress-000044.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:26c1d4dee48e7adbe856ea72df013ae19000ff58cbefcbef580e93a743cb92e4
3
+ size 726630400
train/00/dress-000047.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c0412ca2b6de381259d137813ae00d4952f0405247ec5a7a9971ea885b551290
3
+ size 723107840
train/00/dress-000048.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a6c47e187842221f2b96cdebc42d780245b92ca1108a824f71247d450faa7374
3
+ size 734535680
train/00/dress-000052.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:92119ce73fad600aa6f1c38f321fe7284109040231bc96fe0ab723d34f488a8f
3
+ size 733102080
train/00/dress-000053.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0be155945092a87a1876f619ba8cc70fe000111634040e62c6249c32b6db63d9
3
+ size 731525120
train/00/dress-000058.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ba25973c2f3f80b75e6dd4e8045f5eb0ef8b117ec9192dbcae0538680457b514
3
+ size 726353920
train/00/dress-000060.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:dd66abe5f9495e6884f8e3de672e0fb7ce453d3024b7c7c66d51ba393929a359
3
+ size 735969280
train/00/dress-000061.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:beedd57f04ed097742d19817068f86f2b4e2a5ec411df88a1b118041aa488f47
3
+ size 732119040
train/00/dress-000062.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:67ec8836f79e62e027201450671eeb2164aeb043e6a63a900aa012bcbcbae51d
3
+ size 728913920
train/00/dress-000063.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:85191365d62f30f3371b0e9e4b50fd125a051784ed55e01daa85cfb11fc87890
3
+ size 723763200
train/00/dress-000064.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ecb1ca92b15e0a6633b84f448af9398a6f43aaf9534bbfc60e1c9a4bf4939388
3
+ size 735948800
train/00/dress-000065.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4cf1635efae1134c39e4a1a779c31b171db893f76df81a3a5f6f3615709e4ac4
3
+ size 735836160
train/00/dress-000067.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d93399e49967b4792275ac147b8f5687790249096bdc79c697f1751b04bfe24c
3
+ size 730880000
train/00/dress-000070.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:755e4b6afdd6f763026484881954e3fb91e9608200e10fc426d8c9ba8036c34f
3
+ size 733644800
train/00/dress-000076.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bd706c2b80be62de55176c19f02f803b9465327b2fe9d6c32d8dd2a7fc6b5376
3
+ size 728842240
train/00/dress-000079.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d814a8f530f8fca05bb3dc5c3ad524b3b551185ab23bca3c7b86326653dcb1ce
3
+ size 740966400
train/00/dress-000087.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a39084fc66de31fc309daf6d527ae632625c19c3c9d50f511b55ff313c0abf65
3
+ size 741007360
train/00/dress-000094.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e1dac51af5769e559860f8750fe69650b9351ac54923ab41248ef79c52784b5f
3
+ size 736686080
train/00/dress-000095.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a4e3716b7a84affe4ba08dda56daaa363a0ae57047aa21cb5c07cd155a22a21a
3
+ size 729190400
train/00/dress-000096.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:43d267857f51df271a0e34fb0d506bc6b910bcbc634bdbe2f35726ae397b117c
3
+ size 739952640
train/00/dress-000098.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4c43b377942eda82a3af9bd744bf79790c01555b74b3b9a8e15be98a6090eed9
3
+ size 737146880
train/00/dress-000099.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ec72d729c40afda249b91d7b0e3b7b815ae12798ea295f35e00e620c647b76ab
3
+ size 732887040
val/00/dress-000027.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4e1c154f7ed7d682d9ddbd2ae93f9eab2d1b4e1cdc4af2554087a8ead1c8531e
3
+ size 732733440
val/00/dress-000054.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1030984977cf6b2a21d6dacbd7f30f4db64a6b0a7e408b29a7802f284f522184
3
+ size 729640960
val/00/dress-000066.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2ad2d73c3043d7f5075315f91904b44372b6a123c3ac41417d8e739870d3f370
3
+ size 724848640
val/00/dress-000071.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0be8a529e518a3c0f03a98dd12da672561fec9a8c191ff89cb1a12fa4a997ea6
3
+ size 721387520
val/00/dress-000086.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:495ebd933bd6941c90010b90ae67253528c1da0abbaa9c80330c6010322cf587
3
+ size 734228480