Topic: Urban Functional Classification Based on Remote Sensing Images and User Behavior

With accelerated pace of urbanization and smart city initiative bringing new challenges to refined urban governance, understanding urban functions and mastering urban spatial structure are critically important for the improvement of urban governance. The aim of the contest is to design an urban functional classification model based on remote sensing images and online user behavior. As a multimodal learning process where remote sensing images are represented in image modality and user behavior in temporal modality, the model mandates the use of creative thinking by the contestants.

Timeline

The contest comprises the preliminary, semi-final and final rounds. In the preliminary and semi-final rounds, contesting teams are required to build an urban functional classification model (residential area, schools, industrial parks, railway station, airport, park, commercial area, governmental area and hospitals, etc.) by inputting remote sensing images and user visit data of a designated geographical region while forecasting the region’s functional classification and training the model in different stages based on remote sensing image and user visit characteristics. The contesting teams shall download the data to design algorithms and debug locally. (Please refer to official website for topic details).

About 50,000 sample data sets will be provided for the preliminary round and 500,000 for the semi-final round, with each sample corresponding to one urban functional area and one high resolution remote sensing image and one desensitized user visit record provided for each area. (All data are accessible free of charge).

For the final round, the contestants are required to conduct demonstration and oral defense on site. The detailed schedule and requirements are as follows:

Preliminary Round (April 30th, 2019 -June 25th, 2019) Semi-Final Round (July 1st, 2019 - July 31st, 2019) Final Round (October, to be further advised)

1) April 30th – Data available for download;
2) May 2nd – Online evaluation open. Each team is allowed 5 online evaluations a day and the rankings are updated daily;
3) June 25th – End of preliminary round. The first 100 highest ranking teams of the preliminary round enter the semi-final round (Increase or decrease based on actual situation. List of semi-finalists shall be determined by organizers in time).
4）Complimentary high-performance computing power support
The preliminary round will use the PaddlePaddle deep learning framework. Contestants can log onto AI Studio (https://aistudio.baidu.com) to use the AI Studio’s remote GPU training cluster function to acquire complimentary high-performance computing power support for model training. The platform will also release sample projects to assist contestants with operation.

1) July 1st - Data available for download;
2) July 3rd - Online Evaluation open. Each team is allowed 5 evaluation opportunities one day and the ranking list will be updated at 8:00am Beijing Time (UTC+8) every day;
3) July 31st – End of semi-final round. The semi-finalists shall submit files and codes in time as per requirements;
4) August 8th – Finalists announced. The first 16 highest ranking teams of the semi-final round enter the final round (Increase or decrease based on actual situation. List of finalists shall be determined by organizers in time).

The final round will be in the form of an on-site defense session, the location of which shall be advised separately.

Entry

Qualified Participants

The contest is open to all institutes of higher learning, scientific research organizations, businesses, maker teams and individuals around the world. Each team shall have 1-5 members including at least one current student. Note: Individuals affiliated with the Baidu Contest Problems Team are not allowed to participate in the contest. The ultimate power of interpretation is vested in the Contest Organizing Committee.

Application

1. Registration and application shall be made at https://dianshi.baidu.com with a Baidu account from April 25th – June 10th, 2019. After which, no team may be formed or merged;
2. Official contest communication channel: Please join the QQ Contest Communication Group after application: 143749418 (Please indicate the name of your team for evaluation and approval by the administrator);
3. Each team shall be comprised of 1-5 members including at least one current student. Each person can only participate in one team;
4. The name of the team must not indicate any school or organization, and shall be free of any offending wording. Please fill in your team’s name carefully;
5. To ensure fairness of the contest, each contestant can only join one team;
6. The information filled out on the application must be accurate and valid, otherwise the team’s qualification or any awards granted will be withdrawn.

  • 1

    Time: The rating system will be up and running from April 30th. Each team is allowed 5 evaluation opportunities one day and the ranking list will be updated at 8:00am Beijing Time (UTC+8) every day.

  • 2

    Evaluation method: All submissions are automatically rated by the system with a judge verifying the results;

  • 3

    The score of the semi-final round accounts for 80%, the defense of the final round accounts for 20%.

    • Evaluation Process

Prizes (Before-Tax) Prize money amounts to RMB150,000

International Special Prize

1 team
RMB 50,000
prize certificate

International First Prize

2 teams
RMB 30,000 each
prize certificate

International Second Prize

3 teams
RMB 10,000 each
prize certificate

International Third Prize

10 teams
RMB 1,000 each
prize certificate

Other awards:
1. Teams entering the semi-finals have the chance to access the green channel of Baidu's campus recruitment;
2. Admission tickets for premier offline events including Baidu ABC Summit and Baidu Developers’ Salon;
3. Free online training courses by Baidu ABC College.
The committee reserves the right to adjust the contest timeline if necessary, and has the final right of interpretation of the rules.

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Leaderboard

RankingFloatTeam / IndividualFractionSubmissionsBest submission date
1+1海疯习习0.8360001162019-06-26 06:07:34
2-1Primula&Orchid0.835700532019-05-23 17:37:11
30Homon0.831800942019-06-24 06:55:11
40heheda0.782400782019-06-16 09:50:34
5+2草帽大海贼团0.772300932019-06-26 00:39:25
6-1one punch0.7704001232019-06-24 22:06:15
7-1xiafuno10.76590062019-06-11 20:26:29
80Dream_it_Do_it0.7404001102019-06-13 19:25:42
90划水0.733800972019-06-18 13:01:04
100lizeda123450.733600702019-06-25 16:09:52
110丑的被人砍队0.7301001532019-06-18 16:56:44
120放纵DE错觉0.727500122019-05-27 12:21:38
130大灰狼组团划水0.7271002552019-06-25 16:50:41
140一碗凉皮0.724000502019-06-10 09:20:46
150DancewithSB0.723200182019-06-09 00:16:12
160quanyefree0.721800502019-06-25 18:11:54
17+4浑南摸鱼队0.720300652019-06-26 01:10:59
18-1不是富贵草0.720000172019-06-17 15:12:19
19-1吃着大碗宽面skrskr0.7199001402019-06-21 09:30:52
20+18ffffff0.719700322019-06-26 07:35:28
21+27我们是大王0.719400142019-06-26 02:29:59
22-3Mead0.718200622019-06-18 18:10:34
23-3队里没有沙雕0.717500252019-06-12 17:06:48
24-2今晚通宵打豆豆0.716100162019-06-13 20:37:49
25-2178******760.716000152019-06-03 20:45:17
26-2啥也不会0.715600382019-06-20 10:29:37
27+43ccly19960.715200332019-06-25 10:32:53
27-2AAAQHBD0.715200112019-06-22 16:16:44
29+9大吉大利0.715100732019-06-25 17:32:43
29-3Manchester0.715100332019-06-19 22:41:28
31-4书虫felisaty0.7150001632019-06-22 15:52:43
32-4麦麦麦麦兜y0.714700392019-06-03 20:39:14
330usu0.71420012019-06-25 18:01:52
34-2Turing0.713800772019-06-26 00:08:16
35-6人人人在参与0.712100122019-06-24 20:14:07
36-6AI-MM0.711500382019-06-24 23:36:07
37-6qq9947754070.711300742019-06-24 20:26:01
38-5我好慌啊,健哥带我啊0.710300702019-06-23 00:14:18
39-5就问你皮不皮0.710100502019-06-21 22:01:57
40-5liushangted0.709500542019-06-17 00:04:07
41+27xuwx199450.709100222019-06-25 23:49:02
42-6Unicorn12240.708600852019-06-21 21:06:10
43-6VISTA0.708200862019-06-24 21:26:11
43+6唱跳Rap&篮球0.70820092019-06-25 10:55:50
45-5jacobssy0.707700492019-05-29 16:30:44
46+33洲洲joy0.706400362019-06-26 07:12:51
46-5Hp21np50.70640012019-05-29 11:02:50
48-6寒冷的领带0.705800462019-06-09 16:10:32
48-6我们队里梅大佬0.705800692019-05-21 20:47:34
50-6你看这面它又长又宽0.705500832019-06-23 16:45:47
51-6Warren0.704800252019-06-18 00:02:29
52-6西瓜吃没了0.704600362019-06-24 10:39:03
53-6_Lu_ning_0.704100332019-06-09 15:45:41
54+38一个人的江湖0.703600122019-06-25 19:08:22
55+18随便起个名字0.703500392019-06-25 23:08:18
56-6帅到想被扁0.703100372019-06-22 11:56:31
56-6错位的梦寐TT0.703100282019-06-02 18:32:50
58+26麻辣鸭血萌新3150.702200212019-06-26 07:30:18
58-6hhh222333great0.702200472019-05-30 14:53:12
60-7机器学不来0.701900742019-06-22 21:56:29
61-7IIPLab0.701800682019-06-01 16:02:56
62+43boomshakala0.701100752019-06-25 21:22:51
63+2FCL_ganker0.701000622019-06-25 20:47:08
63+62不知道改叫什么0.701000192019-06-25 23:04:12
65-10fortitude123450.700600262019-06-23 21:40:56
66+25冬初go0.700500492019-06-25 20:38:32
67+21鸭子还在湖水里0.699800282019-06-25 23:04:12
68+24SonpKing0.69960032019-06-25 20:23:51
69-13信second0.699200212019-06-07 17:35:41
70-13不考研也打比赛0.699100222019-06-10 19:24:35
71+29江财小分队0.698700432019-06-25 20:42:52
72+10Not Today0.698500162019-06-25 20:46:13
73-15www5424250940.698400182019-06-12 15:04:28
74+59丑得被群殴0.697900182019-06-25 20:00:36
75+631116-Y10.697500392019-06-26 03:47:41
76-17紫砂糖_0.69700012019-06-09 16:39:36
76-17驰名商标0.697000432019-05-19 10:29:14
78+4筒子里的水0.696900512019-06-25 23:45:48
79-18皮皮最棒0.696400542019-05-28 10:14:14
80-1862...3@qq.com0.69630042019-06-08 15:35:06
81-18Typhoon0.696200282019-05-31 09:26:49
81-18superhus0.696200212019-06-23 12:14:48
83-11门当户队0.695600372019-06-25 23:49:43
84-18我们打野贼六0.695400502019-06-01 00:17:12
85-18南师胡歌哥粉0.695200602019-06-21 18:18:45
86-17艳鼠逗白猫0.694700242019-06-20 22:36:19
870dbHu0.69450022019-06-25 20:20:45
88+36最爱小矫0.694300412019-06-26 06:36:04
89+18132******880.693800132019-06-25 19:08:57
90-19inevitable0.693600552019-06-23 23:30:13
91+20凉皮肉加馍0.693400102019-06-26 05:35:45
91+21起名真是难0.693400242019-06-26 05:47:02
91+6学习强国0.6934001862019-06-26 07:53:36
94+9qdasffgetda0.691500852019-06-25 20:19:21
95-21机器要学习0.691300102019-06-12 08:40:19
96-8满园春色0.691200302019-06-25 17:33:56
97-17不上70不起队名0.691100302019-06-26 01:59:47
98-3我变强了也变秃了0.691000292019-06-25 20:02:04
99-24清逸枫叶0.690800722019-06-17 15:09:54
100-24135******830.690700282019-06-20 19:37:20
101-24映溪80.69060012019-06-23 16:34:49
101-24佚名0.690600682019-05-11 16:51:54
103+177光子无限0.690000302019-06-25 10:32:13
104+191166*****1550.689800222019-06-26 00:13:48
105-6雪小小儿狐0.689700152019-06-25 12:40:50
106-25Bean_Cao0.689300182019-05-11 16:54:33
107-227918761560.689000622019-06-26 02:54:23
108-6cxljames23060.688600112019-06-25 19:30:33
109-24ZYC4518495740.688400792019-06-26 01:31:28
109-24中大16遥感0.688400522019-06-25 00:09:37
111-21ChipsSpectre0.688100362019-06-10 06:14:42
112-18404NOTFOUND0.686900782019-06-22 00:52:42
112+29因为爱情0.686900192019-06-26 07:19:41
114-18ilovefra0.685500112019-06-07 23:01:59
115-18IST0.684500152019-06-23 18:36:58
116-15雨人F210.684200102019-06-08 16:38:31
117+18过来试试水0.681700112019-06-25 11:16:04
118-14可爱的喵喵咪0.68140092019-05-29 00:11:16
119-13Uni0.680900762019-06-25 10:49:46
120-12十三生肖神0.680600622019-06-26 00:13:08
121-11UTF-80.679500102019-06-26 02:24:28
122-13政14_0.678300182019-05-27 09:24:21
123-11小龙虾表示不服0.67740062019-05-20 22:53:54
124-10淼喵喵喵喵0.677300342019-06-24 20:24:02
125-10数据大赛00x队0.676500702019-06-13 14:58:28
126+10我就不走220.676100172019-06-25 17:08:14
127-11TSSE0.675900202019-05-30 18:51:56
128-11fsgdrq0.675800142019-06-19 09:31:49
129-11uvojjib149840.675100222019-06-10 23:06:49
129-11一点也不方0.675100432019-06-08 18:34:42
129-11atom-catcher0.67510032019-06-01 20:41:56
132-11uiuc0010.673700212019-06-23 23:41:33
133-11Villaaaaaaa0.673600602019-05-25 17:29:38
134-11Moriarty0.673200122019-06-15 19:15:42
135-9啄木一茶0.672600272019-05-21 16:46:39
136-9表面兄弟0.67250012019-05-20 08:53:23
137-9Speed_Dream_0.672400102019-06-05 14:09:55
138-9飞天御剑流0.67210072019-06-01 23:36:05
139-9j20349060.67170072019-05-24 21:04:08
140-9不忘初心0.671300372019-06-06 23:02:22
141-9烟火里的尘埃0.67110012019-05-21 13:58:09
142-8URFC0.66980012019-06-24 20:31:09
143-6我们要去百度！0.66880052019-06-04 08:32:51
144-5Dracarys0.668600602019-05-23 11:34:58
144-5咩咩ring0.66860052019-05-31 15:22:33
146-5暗月未殃0.66820032019-06-01 17:38:43
146-5douhuaer000.66820012019-06-01 16:03:29
148-4氢气球12356700.668100292019-05-06 19:07:27
149-4死亡骑士之神0.66800012019-06-02 23:25:19
149-4132******620.66800012019-05-30 21:59:43
149-4小剑for0.668000132019-05-20 20:07:06
152-4跳出三界10.66780012019-05-30 22:15:22
152-4绽baby0.66780012019-06-02 22:28:06
152-4小人国060.66780072019-06-11 09:00:59
152+132爱唱跳rap篮球以及AI0.667800232019-06-25 10:58:18
156-5181******000.66770012019-05-30 22:41:00
157-5鸿蒙太上道尊0.66760012019-05-30 20:43:08
158-5大大大大大哥别杀我0.667400102019-05-22 11:45:42
158+141cange40.667400112019-06-25 20:52:51
160-6善良的砂锅米线0.66730012019-05-30 22:57:30
161-6FengXian0.667100222019-05-27 18:12:40
162-6CD_power0.666900452019-06-17 09:13:39
163-6珍珍最美安妮0.66680012019-06-01 23:24:01
164-6瑞丽小伙子0.66670012019-06-01 16:39:37
164-6小杨h7n90.66670012019-05-30 21:04:31
166-6fenglian4250.666500162019-06-17 09:26:17
167-6Q10524810670.66640012019-05-30 20:55:19
168-6wdwihdkwueqhg0.66630012019-06-10 08:26:50
168-6酱油酱油酱0.66630022019-05-22 22:32:07
170-6173******930.66610022019-05-30 21:34:46
170-6yurzidodri0.66610012019-06-10 11:36:46
170-6SamZhangQingChuan0.66610012019-06-06 21:24:52
170-6131******120.66610012019-06-02 23:09:22
170-6zhuanhao-wu0.66610012019-06-06 11:50:28
175-6Alans121380.66600012019-05-30 23:45:17
176-6150******930.66590012019-06-02 22:17:33
176-6呵呵大额sunny0.66590012019-05-30 22:29:08
178-6152******5410.66580012019-05-30 21:33:27
178-6189******090.66580012019-06-02 22:59:37
180-6唯时间一0.66570012019-05-31 00:04:48
181-6我们都队0.665600432019-06-10 10:15:20
182-6zardesispo0.66490012019-06-10 10:03:01
183-6菊花怪维C0.664800102019-06-05 21:42:42
184-6vilmizotre0.66470012019-06-10 10:56:33
184-6小城故事多480.66470012019-05-30 23:53:42
186-6永夜卿颜0.66450012019-05-30 23:32:56
186-6未笄i0.66450012019-05-30 23:10:59
186-6o李大萌0.66450012019-06-02 22:30:16
189-6safewahiuerufh0.66440012019-06-10 09:28:45
189-6yanglll3x0.66440022019-06-10 08:40:08
189-6re六耳0.66440012019-06-02 00:11:07
192-6梅花鹿Charlie0.66430012019-06-09 22:52:44
192-6阿屿啊XXX0.66430012019-06-09 14:56:10
192-6石进文2020.66430012019-05-30 21:55:57
192-6SJW做梦0.66430012019-05-30 21:48:13
196-6vapsutopsu0.66410012019-06-10 10:10:52
196-6中南民大吧务0.66410012019-05-13 15:25:13
198-6lerdobirko0.66390012019-06-10 10:25:54
199-6MedalPluS0.66380022019-06-09 18:48:53
200-6panhaosunny0.66370082019-06-10 11:05:40
200-6SAY爱在_西元前0.66370012019-06-01 15:59:56
202-6馃嵃Yuki09200.66360082019-05-17 08:20:49
203-6perseverance450.66320012019-05-30 20:23:24
203-6bulmazupsi0.66320012019-06-10 09:34:54
205-6不要完满0.66310012019-05-30 21:16:26
206-6tufyofakka0.66300012019-06-10 10:39:32
207-6ferkakoknu0.66280012019-06-10 10:16:15
207-6似雪年华a0.66280012019-05-30 23:08:16
209-6天蝎轩麟0.66270022019-05-14 14:24:12
209-6永不醒666780.66270012019-05-30 23:08:25
211-6zrf2189661320.66250012019-06-02 19:31:03
212-6178******050.66240022019-06-02 23:57:00
212-6tupsozogno0.66240012019-06-10 11:02:50
214-6139******620.66220012019-06-02 19:19:02
214-6梓惠喵呜0.66220012019-05-31 19:58:19
214-6sdasdasdfas10.66220012019-06-01 20:25:00
214-6o大脸猫sw0.66220012019-06-01 21:29:55
218-6葞猫深巷0.66210012019-06-01 22:19:25
219-6神秘不可见0.662000162019-05-17 00:02:48
220-6dwefkugywfgwyqug0.66190012019-06-10 08:33:35
221-61214怪盗基德0.66160012019-06-09 19:54:26
221+77队名就该沙雕些0.66160052019-06-25 22:43:31
221-6clanguo0.66160012019-05-31 20:24:05
224-7spmfy0.66070052019-05-26 19:39:16
225-7day星辰月落0.660500372019-05-24 16:45:53
225-7同桌说我腹黑0.660500222019-05-14 15:21:47
225-77092564870.66050012019-06-09 19:50:56
228-7恬恬7150.66040012019-06-01 21:13:24
228-7残害天地间0.66040012019-05-31 22:57:37
228-7水瓶lhy3210.66040032019-06-02 22:01:07
231-7156******280.66030012019-05-31 22:32:59
232-7DILY馃挩0.66020012019-06-01 12:36:27
233-7哈哈熊23330.66000012019-06-02 22:22:17
234-7小芝麻8090.65970012019-06-01 21:47:21
234+91JerAex0.65970022019-06-25 15:51:22
236-8Just淼炎0.65960012019-06-01 18:16:26
236-8忘兔丝蕊770.65960062019-05-09 22:02:05
238-8骑着小猪撞大厦0.65950032019-06-01 16:12:10
239-8吃鸡小分队0.659300372019-06-24 20:09:54
240-8Glohv0.65920012019-06-02 21:07:44
240-8158******990.65920012019-05-31 23:04:23
242-8陈独秀233360.65900012019-05-31 15:16:07
242+19阿额饿啊我是0.659000162019-06-26 01:38:08
242-8johnbjh0.65900022019-06-02 22:20:23
242-8新手入门0.659000342019-05-23 09:28:18
246-9郁秀磊0.65870012019-05-31 22:58:47
247-9C__半夏笙0.65860012019-05-31 18:19:47
248-9216abc2160.65850012019-06-02 08:46:25
248-912...y@sina.cn0.65850082019-05-11 15:04:29
248-9soxahhh0.65850012019-05-31 22:51:06
251-9iq123420.65830012019-05-31 23:04:14
251+34***0.658300222019-06-26 00:20:12
253-10818726东东0.65810012019-06-01 18:28:42
254-10157******380.65800012019-06-01 22:43:16
254-10mxc7918741840.65800012019-06-02 22:00:39
254-10louqian20000.65800022019-06-02 10:42:39
254-10我爱吃汉堡0.658000242019-05-24 07:37:34
258-10孤独de雪花day0.65790012019-06-02 22:25:36
258-10187******630.65790012019-06-01 21:15:18
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