Changes
On November 6, 2023 at 2:02:58 PM UTC, Benedikt Schwab:
-
Updated description of Audi Autonomous Driving Dataset (A2D2) from
We have published the [Audi Autonomous Driving Dataset](https://www.a2d2.audi) (A2D2) to support startups and academic researchers working on autonomous driving. Equipping a vehicle with a multimodal sensor suite, recording a large dataset, and labelling it, is time and labour intensive. Our dataset removes this high entry barrier and frees researchers and developers to focus on developing new technologies instead. The dataset features 2D semantic segmentation, 3D point clouds, 3D bounding boxes, and vehicle bus data. <img src="https://catalog.savenow.de/dataset/audi-autonomous-driving-dataset-a2d2/resource/76521dfa-9431-4e3f-954a-362be803c64c/edit" alt="B3" width="800px"> Image source: [https://a2d2.audi](https://www.a2d2.audi/a2d2/en.html). The dataset comprises a rich set of sensors: <img src="https://www.a2d2.audi/content/dam/a2d2/sensor-setup/1920x1080-desktop-aev-sensor-grafik-1.jpg?imwidth=1920&imdensity=1" alt="B3" width="800px"> Image source: [https://a2d2.audi](https://www.a2d2.audi/a2d2/en/sensor-setup.html).
toWe have published the [Audi Autonomous Driving Dataset](https://www.a2d2.audi) (A2D2) to support startups and academic researchers working on autonomous driving. Equipping a vehicle with a multimodal sensor suite, recording a large dataset, and labelling it, is time and labour intensive. Our dataset removes this high entry barrier and frees researchers and developers to focus on developing new technologies instead. The dataset features 2D semantic segmentation, 3D point clouds, 3D bounding boxes, and vehicle bus data. <img src="https://catalog.savenow.de/dataset/audi-autonomous-driving-dataset-a2d2/resource/76521dfa-9431-4e3f-954a-362be803c64c/view/5a348632-3d9c-46ca-b4ec-399578a2ba8f" alt="B3" width="800px"> Image source: [https://a2d2.audi](https://www.a2d2.audi/a2d2/en.html). The dataset comprises a rich set of sensors: <img src="https://www.a2d2.audi/content/dam/a2d2/sensor-setup/1920x1080-desktop-aev-sensor-grafik-1.jpg?imwidth=1920&imdensity=1" alt="B3" width="800px"> Image source: [https://a2d2.audi](https://www.a2d2.audi/a2d2/en/sensor-setup.html).
f | 1 | { | f | 1 | { |
2 | "author": "[{\"author\": \"Benedikt Schwab\", \"author_email\": | 2 | "author": "[{\"author\": \"Benedikt Schwab\", \"author_email\": | ||
3 | \"benedikt.schwab@tum.de\"}]", | 3 | \"benedikt.schwab@tum.de\"}]", | ||
4 | "author_email": null, | 4 | "author_email": null, | ||
5 | "creator_user_id": "c9c1a56c-22c2-4681-801e-4717f7699e0e", | 5 | "creator_user_id": "c9c1a56c-22c2-4681-801e-4717f7699e0e", | ||
6 | "end_collection_date": "", | 6 | "end_collection_date": "", | ||
7 | "groups": [ | 7 | "groups": [ | ||
8 | { | 8 | { | ||
9 | "description": "", | 9 | "description": "", | ||
10 | "display_name": "Datensatz und Dokumente", | 10 | "display_name": "Datensatz und Dokumente", | ||
11 | "id": "a6939c14-5825-45af-b335-82712b5db05f", | 11 | "id": "a6939c14-5825-45af-b335-82712b5db05f", | ||
12 | "image_display_url": | 12 | "image_display_url": | ||
13 | "https://catalog.savenow.de/base/images/group_icons/dataset.jpg", | 13 | "https://catalog.savenow.de/base/images/group_icons/dataset.jpg", | ||
14 | "name": "dataset", | 14 | "name": "dataset", | ||
15 | "title": "Datensatz und Dokumente" | 15 | "title": "Datensatz und Dokumente" | ||
16 | }, | 16 | }, | ||
17 | { | 17 | { | ||
18 | "description": "", | 18 | "description": "", | ||
19 | "display_name": "Informations-Technologie", | 19 | "display_name": "Informations-Technologie", | ||
20 | "id": "f39d3cbd-8ef8-490c-9f75-a14ec0fcd6fd", | 20 | "id": "f39d3cbd-8ef8-490c-9f75-a14ec0fcd6fd", | ||
21 | "image_display_url": | 21 | "image_display_url": | ||
22 | https://catalog.savenow.de/base/images/group_icons/it-technology.svg", | 22 | https://catalog.savenow.de/base/images/group_icons/it-technology.svg", | ||
23 | "name": "information-technology", | 23 | "name": "information-technology", | ||
24 | "title": "Informations-Technologie" | 24 | "title": "Informations-Technologie" | ||
25 | }, | 25 | }, | ||
26 | { | 26 | { | ||
27 | "description": "", | 27 | "description": "", | ||
28 | "display_name": "Mobilit\u00e4t", | 28 | "display_name": "Mobilit\u00e4t", | ||
29 | "id": "fb9ec11d-93e2-4708-88a1-25019bb954b5", | 29 | "id": "fb9ec11d-93e2-4708-88a1-25019bb954b5", | ||
30 | "image_display_url": | 30 | "image_display_url": | ||
31 | "https://catalog.savenow.de/base/images/group_icons/mobility.svg", | 31 | "https://catalog.savenow.de/base/images/group_icons/mobility.svg", | ||
32 | "name": "mobility", | 32 | "name": "mobility", | ||
33 | "title": "Mobilit\u00e4t" | 33 | "title": "Mobilit\u00e4t" | ||
34 | } | 34 | } | ||
35 | ], | 35 | ], | ||
36 | "id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | 36 | "id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | ||
37 | "isopen": true, | 37 | "isopen": true, | ||
38 | "language": "en", | 38 | "language": "en", | ||
39 | "licence_agreement": [ | 39 | "licence_agreement": [ | ||
40 | "licence_agreement_check" | 40 | "licence_agreement_check" | ||
41 | ], | 41 | ], | ||
42 | "license_id": "other-open", | 42 | "license_id": "other-open", | ||
43 | "license_title": "Other (Open)", | 43 | "license_title": "Other (Open)", | ||
44 | "maintainer": "[{\"Maintainer Email\": \"jakob.geyer@audi.de\", | 44 | "maintainer": "[{\"Maintainer Email\": \"jakob.geyer@audi.de\", | ||
45 | \"maintainer\": \"Jakob Geyer\", \"phone\": \"\", \"role\": \"\"}]", | 45 | \"maintainer\": \"Jakob Geyer\", \"phone\": \"\", \"role\": \"\"}]", | ||
46 | "maintainer_email": null, | 46 | "maintainer_email": null, | ||
47 | "metadata_created": "2023-07-13T11:00:33.632666", | 47 | "metadata_created": "2023-07-13T11:00:33.632666", | ||
n | 48 | "metadata_modified": "2023-11-06T14:02:42.783847", | n | 48 | "metadata_modified": "2023-11-06T14:02:58.522745", |
49 | "name": "audi-autonomous-driving-dataset-a2d2", | 49 | "name": "audi-autonomous-driving-dataset-a2d2", | ||
50 | "notes": "We have published the [Audi Autonomous Driving | 50 | "notes": "We have published the [Audi Autonomous Driving | ||
51 | Dataset](https://www.a2d2.audi) (A2D2) to support startups and | 51 | Dataset](https://www.a2d2.audi) (A2D2) to support startups and | ||
52 | academic researchers working on autonomous driving. Equipping a | 52 | academic researchers working on autonomous driving. Equipping a | ||
53 | vehicle with a multimodal sensor suite, recording a large dataset, and | 53 | vehicle with a multimodal sensor suite, recording a large dataset, and | ||
54 | labelling it, is time and labour intensive. Our dataset removes this | 54 | labelling it, is time and labour intensive. Our dataset removes this | ||
55 | high entry barrier and frees researchers and developers to focus on | 55 | high entry barrier and frees researchers and developers to focus on | ||
56 | developing new technologies instead. The dataset features 2D semantic | 56 | developing new technologies instead. The dataset features 2D semantic | ||
57 | segmentation, 3D point clouds, 3D bounding boxes, and vehicle bus | 57 | segmentation, 3D point clouds, 3D bounding boxes, and vehicle bus | ||
58 | data.\r\n\r\n<img | 58 | data.\r\n\r\n<img | ||
t | 59 | ving-dataset-a2d2/resource/76521dfa-9431-4e3f-954a-362be803c64c/edit\" | t | 59 | 431-4e3f-954a-362be803c64c/view/5a348632-3d9c-46ca-b4ec-399578a2ba8f\" |
60 | alt=\"B3\" width=\"800px\">\r\nImage source: | 60 | alt=\"B3\" width=\"800px\">\r\nImage source: | ||
61 | [https://a2d2.audi](https://www.a2d2.audi/a2d2/en.html).\r\n\r\nThe | 61 | [https://a2d2.audi](https://www.a2d2.audi/a2d2/en.html).\r\n\r\nThe | ||
62 | dataset comprises a rich set of sensors:\r\n<img | 62 | dataset comprises a rich set of sensors:\r\n<img | ||
63 | p/1920x1080-desktop-aev-sensor-grafik-1.jpg?imwidth=1920&imdensity=1\" | 63 | p/1920x1080-desktop-aev-sensor-grafik-1.jpg?imwidth=1920&imdensity=1\" | ||
64 | alt=\"B3\" width=\"800px\">\r\nImage source: | 64 | alt=\"B3\" width=\"800px\">\r\nImage source: | ||
65 | https://a2d2.audi](https://www.a2d2.audi/a2d2/en/sensor-setup.html).", | 65 | https://a2d2.audi](https://www.a2d2.audi/a2d2/en/sensor-setup.html).", | ||
66 | "num_resources": 3, | 66 | "num_resources": 3, | ||
67 | "num_tags": 4, | 67 | "num_tags": 4, | ||
68 | "organization": { | 68 | "organization": { | ||
69 | "approval_status": "approved", | 69 | "approval_status": "approved", | ||
70 | "created": "2023-06-27T13:56:11.772891", | 70 | "created": "2023-06-27T13:56:11.772891", | ||
71 | "description": "", | 71 | "description": "", | ||
72 | "id": "2016aa8e-51a8-43e4-a831-c14fba788c9e", | 72 | "id": "2016aa8e-51a8-43e4-a831-c14fba788c9e", | ||
73 | "image_url": "2023-06-27-145819.496486AUDI.jpg", | 73 | "image_url": "2023-06-27-145819.496486AUDI.jpg", | ||
74 | "is_organization": true, | 74 | "is_organization": true, | ||
75 | "name": "audi-ag", | 75 | "name": "audi-ag", | ||
76 | "state": "active", | 76 | "state": "active", | ||
77 | "title": "AUDI AG", | 77 | "title": "AUDI AG", | ||
78 | "type": "organization" | 78 | "type": "organization" | ||
79 | }, | 79 | }, | ||
80 | "owner_org": "2016aa8e-51a8-43e4-a831-c14fba788c9e", | 80 | "owner_org": "2016aa8e-51a8-43e4-a831-c14fba788c9e", | ||
81 | "private": false, | 81 | "private": false, | ||
82 | "relationships_as_object": [], | 82 | "relationships_as_object": [], | ||
83 | "relationships_as_subject": [], | 83 | "relationships_as_subject": [], | ||
84 | "resources": [ | 84 | "resources": [ | ||
85 | { | 85 | { | ||
86 | "allowed_users": "", | 86 | "allowed_users": "", | ||
87 | "cache_last_updated": null, | 87 | "cache_last_updated": null, | ||
88 | "cache_url": null, | 88 | "cache_url": null, | ||
89 | "created": "2023-07-13T11:09:10.087684", | 89 | "created": "2023-07-13T11:09:10.087684", | ||
90 | "datastore_active": false, | 90 | "datastore_active": false, | ||
91 | "description": "", | 91 | "description": "", | ||
92 | "format": "tar", | 92 | "format": "tar", | ||
93 | "hash": "", | 93 | "hash": "", | ||
94 | "id": "130c92fb-311f-4a32-92af-53e81858a0ea", | 94 | "id": "130c92fb-311f-4a32-92af-53e81858a0ea", | ||
95 | "last_modified": null, | 95 | "last_modified": null, | ||
96 | "metadata_modified": "2023-07-18T13:37:57.999082", | 96 | "metadata_modified": "2023-07-18T13:37:57.999082", | ||
97 | "mimetype": "text/html", | 97 | "mimetype": "text/html", | ||
98 | "mimetype_inner": null, | 98 | "mimetype_inner": null, | ||
99 | "name": "A2D2 Dataset Beschreibung", | 99 | "name": "A2D2 Dataset Beschreibung", | ||
100 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | 100 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | ||
101 | "position": 0, | 101 | "position": 0, | ||
102 | "resource_type": null, | 102 | "resource_type": null, | ||
103 | "restricted": "{\"level\": \"public\"}", | 103 | "restricted": "{\"level\": \"public\"}", | ||
104 | "size": null, | 104 | "size": null, | ||
105 | "state": "active", | 105 | "state": "active", | ||
106 | "url": | 106 | "url": | ||
107 | "https://a2d2-ros-preparer.readthedocs.io/en/latest/a2d2.html", | 107 | "https://a2d2-ros-preparer.readthedocs.io/en/latest/a2d2.html", | ||
108 | "url_type": null | 108 | "url_type": null | ||
109 | }, | 109 | }, | ||
110 | { | 110 | { | ||
111 | "allowed_users": "", | 111 | "allowed_users": "", | ||
112 | "cache_last_updated": null, | 112 | "cache_last_updated": null, | ||
113 | "cache_url": null, | 113 | "cache_url": null, | ||
114 | "created": "2023-07-18T13:28:35.433141", | 114 | "created": "2023-07-18T13:28:35.433141", | ||
115 | "datastore_active": false, | 115 | "datastore_active": false, | ||
116 | "description": "", | 116 | "description": "", | ||
117 | "format": "html", | 117 | "format": "html", | ||
118 | "hash": "", | 118 | "hash": "", | ||
119 | "id": "851d0af7-05ce-42fc-a1d1-fdf55db07f51", | 119 | "id": "851d0af7-05ce-42fc-a1d1-fdf55db07f51", | ||
120 | "last_modified": null, | 120 | "last_modified": null, | ||
121 | "metadata_modified": "2023-07-18T13:37:57.999213", | 121 | "metadata_modified": "2023-07-18T13:37:57.999213", | ||
122 | "mimetype": "text/html", | 122 | "mimetype": "text/html", | ||
123 | "mimetype_inner": null, | 123 | "mimetype_inner": null, | ||
124 | "name": "Driving Dataset General Informations", | 124 | "name": "Driving Dataset General Informations", | ||
125 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | 125 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | ||
126 | "position": 1, | 126 | "position": 1, | ||
127 | "resource_type": null, | 127 | "resource_type": null, | ||
128 | "restricted": "{\"level\": \"public\"}", | 128 | "restricted": "{\"level\": \"public\"}", | ||
129 | "size": null, | 129 | "size": null, | ||
130 | "state": "active", | 130 | "state": "active", | ||
131 | "url": "https://www.a2d2.audi/a2d2/en.html", | 131 | "url": "https://www.a2d2.audi/a2d2/en.html", | ||
132 | "url_type": null | 132 | "url_type": null | ||
133 | }, | 133 | }, | ||
134 | { | 134 | { | ||
135 | "allowed_users": "", | 135 | "allowed_users": "", | ||
136 | "cache_last_updated": null, | 136 | "cache_last_updated": null, | ||
137 | "cache_url": null, | 137 | "cache_url": null, | ||
138 | "created": "2023-11-06T14:01:32.268335", | 138 | "created": "2023-11-06T14:01:32.268335", | ||
139 | "datastore_active": false, | 139 | "datastore_active": false, | ||
140 | "description": "", | 140 | "description": "", | ||
141 | "format": "JPEG", | 141 | "format": "JPEG", | ||
142 | "hash": "", | 142 | "hash": "", | ||
143 | "id": "76521dfa-9431-4e3f-954a-362be803c64c", | 143 | "id": "76521dfa-9431-4e3f-954a-362be803c64c", | ||
144 | "last_modified": "2023-11-06T14:02:42.772312", | 144 | "last_modified": "2023-11-06T14:02:42.772312", | ||
145 | "metadata_modified": "2023-11-06T14:02:42.798220", | 145 | "metadata_modified": "2023-11-06T14:02:42.798220", | ||
146 | "mimetype": "image/jpeg", | 146 | "mimetype": "image/jpeg", | ||
147 | "mimetype_inner": null, | 147 | "mimetype_inner": null, | ||
148 | "name": "Labelled front view screenshot", | 148 | "name": "Labelled front view screenshot", | ||
149 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | 149 | "package_id": "b0f80bc2-4c3f-46e6-8863-9b9d86d397fa", | ||
150 | "position": 2, | 150 | "position": 2, | ||
151 | "resource_type": null, | 151 | "resource_type": null, | ||
152 | "restricted": "{\"level\": \"public\"}", | 152 | "restricted": "{\"level\": \"public\"}", | ||
153 | "size": 47962, | 153 | "size": 47962, | ||
154 | "state": "active", | 154 | "state": "active", | ||
155 | "url": | 155 | "url": | ||
156 | 9431-4e3f-954a-362be803c64c/download/1920x1080-desktop-aev-anja1.jpg", | 156 | 9431-4e3f-954a-362be803c64c/download/1920x1080-desktop-aev-anja1.jpg", | ||
157 | "url_type": "upload" | 157 | "url_type": "upload" | ||
158 | } | 158 | } | ||
159 | ], | 159 | ], | ||
160 | "spatial": | 160 | "spatial": | ||
161 | 11.455307,48.802949],[11.412735,48.811089],[11.357803,48.805662]]]]}", | 161 | 11.455307,48.802949],[11.412735,48.811089],[11.357803,48.805662]]]]}", | ||
162 | "state": "active", | 162 | "state": "active", | ||
163 | "tags": [ | 163 | "tags": [ | ||
164 | { | 164 | { | ||
165 | "display_name": "Vehicle", | 165 | "display_name": "Vehicle", | ||
166 | "id": "bd192ced-a6b1-4eaa-9fb4-6a86f812a0cf", | 166 | "id": "bd192ced-a6b1-4eaa-9fb4-6a86f812a0cf", | ||
167 | "name": "Vehicle", | 167 | "name": "Vehicle", | ||
168 | "state": "active", | 168 | "state": "active", | ||
169 | "vocabulary_id": null | 169 | "vocabulary_id": null | ||
170 | }, | 170 | }, | ||
171 | { | 171 | { | ||
172 | "display_name": "camera", | 172 | "display_name": "camera", | ||
173 | "id": "2b2a0848-2512-45b4-953d-24762f9b6918", | 173 | "id": "2b2a0848-2512-45b4-953d-24762f9b6918", | ||
174 | "name": "camera", | 174 | "name": "camera", | ||
175 | "state": "active", | 175 | "state": "active", | ||
176 | "vocabulary_id": null | 176 | "vocabulary_id": null | ||
177 | }, | 177 | }, | ||
178 | { | 178 | { | ||
179 | "display_name": "lidar", | 179 | "display_name": "lidar", | ||
180 | "id": "ae9d865d-ee9e-4d85-bb7e-630c0dde7d45", | 180 | "id": "ae9d865d-ee9e-4d85-bb7e-630c0dde7d45", | ||
181 | "name": "lidar", | 181 | "name": "lidar", | ||
182 | "state": "active", | 182 | "state": "active", | ||
183 | "vocabulary_id": null | 183 | "vocabulary_id": null | ||
184 | }, | 184 | }, | ||
185 | { | 185 | { | ||
186 | "display_name": "sensor", | 186 | "display_name": "sensor", | ||
187 | "id": "ecf6a168-eec6-4d8d-8f9c-8e1092084473", | 187 | "id": "ecf6a168-eec6-4d8d-8f9c-8e1092084473", | ||
188 | "name": "sensor", | 188 | "name": "sensor", | ||
189 | "state": "active", | 189 | "state": "active", | ||
190 | "vocabulary_id": null | 190 | "vocabulary_id": null | ||
191 | } | 191 | } | ||
192 | ], | 192 | ], | ||
193 | "title": "Audi Autonomous Driving Dataset (A2D2)", | 193 | "title": "Audi Autonomous Driving Dataset (A2D2)", | ||
194 | "type": "dataset", | 194 | "type": "dataset", | ||
195 | "url": null, | 195 | "url": null, | ||
196 | "version": "" | 196 | "version": "" | ||
197 | } | 197 | } |