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DroneBench/Cap/ERA_images/test/Baseball_010 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball field with players and fans surrounded by trees" } ]
1
DroneBench/Cap/ERA_images/test/Baseball_010 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "the field is surrounded by trees" } ]
2
DroneBench/Cap/ERA_images/test/Baseball_010 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball stadium with players and fans surrounded by trees" } ]
3
DroneBench/Cap/ERA_images/test/Baseball_010 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "there is a baseball field surrounded by trees" } ]
4
DroneBench/Cap/ERA_images/test/Baseball_010 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball field surrounded by trees" } ]
5
DroneBench/Cap/ERA_images/test/Baseball_011 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "players is playing on a baseball field outside a car park" } ]
6
DroneBench/Cap/ERA_images/test/Baseball_011 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "players play on a baseball field in front of a parking lot" } ]
7
DroneBench/Cap/ERA_images/test/Baseball_011 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a game on a baseball field" } ]
8
DroneBench/Cap/ERA_images/test/Baseball_011 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "players playing on the baseball field outside the car park" } ]
9
DroneBench/Cap/ERA_images/test/Baseball_011 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "players playing on a baseball field near a parking lot" } ]
10
DroneBench/Cap/ERA_images/test/Baseball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a baseball field with a stadium for fans surrounded by trees" } ]
11
DroneBench/Cap/ERA_images/test/Baseball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a baseball field with a crowd field surrounded by trees" } ]
12
DroneBench/Cap/ERA_images/test/Baseball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "there is people playing on a baseball field surrounded by trees" } ]
13
DroneBench/Cap/ERA_images/test/Baseball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing on a field surrounded by trees" } ]
14
DroneBench/Cap/ERA_images/test/Baseball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "group of people playing ball on baseball field stadium for fans surrounded by trees" } ]
15
DroneBench/Cap/ERA_images/test/Baseball_036 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball players on an open field" } ]
16
DroneBench/Cap/ERA_images/test/Baseball_036 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball players are playing on a field" } ]
17
DroneBench/Cap/ERA_images/test/Baseball_036 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing baseball" } ]
18
DroneBench/Cap/ERA_images/test/Baseball_036 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball players on the open field" } ]
19
DroneBench/Cap/ERA_images/test/Baseball_036 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "baseball players in an open field" } ]
20
DroneBench/Cap/ERA_images/test/Basketball_003 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people were playing basketball near the house" } ]
21
DroneBench/Cap/ERA_images/test/Basketball_003 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outdoors" } ]
22
DroneBench/Cap/ERA_images/test/Basketball_003 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outside" } ]
23
DroneBench/Cap/ERA_images/test/Basketball_003 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a game" } ]
24
DroneBench/Cap/ERA_images/test/Basketball_003 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are near a house" } ]
25
DroneBench/Cap/ERA_images/test/Basketball_006 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "three people were playing on a basketball court surrounded by trees and next to a swimming pool" } ]
26
DroneBench/Cap/ERA_images/test/Basketball_006 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "three people are playing basketball on a court next to a pool" } ]
27
DroneBench/Cap/ERA_images/test/Basketball_006 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "three people played on a basketball court surrounded by trees and next to the pool" } ]
28
DroneBench/Cap/ERA_images/test/Basketball_006 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "three people are playing a sport on a basketball court next to a swimming pool" } ]
29
DroneBench/Cap/ERA_images/test/Basketball_006 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "three men playing next to a basketball court surrounded by trees and a swimming pool" } ]
30
DroneBench/Cap/ERA_images/test/Basketball_007 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people play on a basketball court" } ]
31
DroneBench/Cap/ERA_images/test/Basketball_007 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outside" } ]
32
DroneBench/Cap/ERA_images/test/Basketball_007 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a game" } ]
33
DroneBench/Cap/ERA_images/test/Basketball_007 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "group of people playing on the basketball court" } ]
34
DroneBench/Cap/ERA_images/test/Basketball_007 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing sports" } ]
35
DroneBench/Cap/ERA_images/test/Basketball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a basketball court is surrounded by trees" } ]
36
DroneBench/Cap/ERA_images/test/Basketball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a game on a basketball court" } ]
37
DroneBench/Cap/ERA_images/test/Basketball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a sport" } ]
38
DroneBench/Cap/ERA_images/test/Basketball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing basketball outside" } ]
39
DroneBench/Cap/ERA_images/test/Basketball_017 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing basketball outdoors" } ]
40
DroneBench/Cap/ERA_images/test/Basketball_037 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "person playing on an indoor basketball court with a stadium for fans" } ]
41
DroneBench/Cap/ERA_images/test/Basketball_037 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "person is playing basketball on a court with a stadium in the background" } ]
42
DroneBench/Cap/ERA_images/test/Basketball_037 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "person is playing basketball in a stadium" } ]
43
DroneBench/Cap/ERA_images/test/Basketball_037 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "person is playing basketball in an indoor arena for fans" } ]
44
DroneBench/Cap/ERA_images/test/Basketball_037 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "person is playing basketball on an indoor court" } ]
45
DroneBench/Cap/ERA_images/test/Basketball_041 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a basketball court is surrounded by trees and next to a road with cars passing by" } ]
46
DroneBench/Cap/ERA_images/test/Basketball_041 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a game on a basketball court in front of trees and cars" } ]
47
DroneBench/Cap/ERA_images/test/Basketball_041 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a basketball court surrounded by trees and passing cars beside a road" } ]
48
DroneBench/Cap/ERA_images/test/Basketball_041 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a basketball court surrounded by trees and next to a road where cars drive by" } ]
49
DroneBench/Cap/ERA_images/test/Basketball_041 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people playing on a basketball court surrounded by trees and next to a road that cars pass by" } ]
50
DroneBench/Cap/ERA_images/test/Basketball_044 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two people are playing on the basketball court" } ]
51
DroneBench/Cap/ERA_images/test/Basketball_044 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two people are playing with a ball" } ]
52
DroneBench/Cap/ERA_images/test/Basketball_044 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two people are playing a game" } ]
53
DroneBench/Cap/ERA_images/test/Basketball_044 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are playing a sport" } ]
54
DroneBench/Cap/ERA_images/test/Basketball_044 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two people are playing sports" } ]
55
DroneBench/Cap/ERA_images/test/Boating_004 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people doing rowing" } ]
56
DroneBench/Cap/ERA_images/test/Boating_004 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are in a boat" } ]
57
DroneBench/Cap/ERA_images/test/Boating_004 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are rowing" } ]
58
DroneBench/Cap/ERA_images/test/Boating_004 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people sailing" } ]
59
DroneBench/Cap/ERA_images/test/Boating_004 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outside" } ]
60
DroneBench/Cap/ERA_images/test/Boating_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are kayaking in a river surrounded by trees while others are cycling" } ]
61
DroneBench/Cap/ERA_images/test/Boating_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are kayaking in a river with trees surrounding them" } ]
62
DroneBench/Cap/ERA_images/test/Boating_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are kayaking in a river while others are riding their bikes" } ]
63
DroneBench/Cap/ERA_images/test/Boating_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are kayaking in a river surrounded by trees" } ]
64
DroneBench/Cap/ERA_images/test/Boating_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are kayaking in a river surrounded by trees while others are riding bicycles" } ]
65
DroneBench/Cap/ERA_images/test/Boating_015 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people doing rowing" } ]
66
DroneBench/Cap/ERA_images/test/Boating_015 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are in a boat" } ]
67
DroneBench/Cap/ERA_images/test/Boating_015 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are rowing" } ]
68
DroneBench/Cap/ERA_images/test/Boating_015 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people sailing" } ]
69
DroneBench/Cap/ERA_images/test/Boating_015 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outside" } ]
70
DroneBench/Cap/ERA_images/test/Boating_023 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people doing rowing" } ]
71
DroneBench/Cap/ERA_images/test/Boating_023 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are in a boat" } ]
72
DroneBench/Cap/ERA_images/test/Boating_023 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are rowing" } ]
73
DroneBench/Cap/ERA_images/test/Boating_023 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people sailing" } ]
74
DroneBench/Cap/ERA_images/test/Boating_023 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are outside" } ]
75
DroneBench/Cap/ERA_images/test/CarRacing_002 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars race on a track with spectators watching" } ]
76
DroneBench/Cap/ERA_images/test/CarRacing_002 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars race on a road followed by the audience" } ]
77
DroneBench/Cap/ERA_images/test/CarRacing_002 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars race in front of a crowd" } ]
78
DroneBench/Cap/ERA_images/test/CarRacing_002 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars rush along the track under the supervision of spectators" } ]
79
DroneBench/Cap/ERA_images/test/CarRacing_002 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars are racing on a track" } ]
80
DroneBench/Cap/ERA_images/test/CarRacing_008 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars racing on a track" } ]
81
DroneBench/Cap/ERA_images/test/CarRacing_008 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars racing" } ]
82
DroneBench/Cap/ERA_images/test/CarRacing_008 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars running on the track" } ]
83
DroneBench/Cap/ERA_images/test/CarRacing_008 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars are driving on a track" } ]
84
DroneBench/Cap/ERA_images/test/CarRacing_008 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "two cars are racing down the road" } ]
85
DroneBench/Cap/ERA_images/test/Concert_005 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with a band and surrounded by people" } ]
86
DroneBench/Cap/ERA_images/test/Concert_005 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are gathered around a singing platform" } ]
87
DroneBench/Cap/ERA_images/test/Concert_005 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with an orchestra and surrounded by people" } ]
88
DroneBench/Cap/ERA_images/test/Concert_005 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "getai with a band surrounded by people" } ]
89
DroneBench/Cap/ERA_images/test/Concert_005 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing stage with a band and surrounded by people" } ]
90
DroneBench/Cap/ERA_images/test/Concert_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with a band in front of a swimming pool and surrounded by people" } ]
91
DroneBench/Cap/ERA_images/test/Concert_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with an orchestra in front of the pool and surrounded by people" } ]
92
DroneBench/Cap/ERA_images/test/Concert_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "in front of the swimming pool there is a band stand surrounded by people" } ]
93
DroneBench/Cap/ERA_images/test/Concert_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform surrounded by a group and people in front of a swimming pool" } ]
94
DroneBench/Cap/ERA_images/test/Concert_012 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "band in front of a swimming pool is surrounded by people" } ]
95
DroneBench/Cap/ERA_images/test/Concert_014 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with a band and surrounded by people" } ]
96
DroneBench/Cap/ERA_images/test/Concert_014 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "people are gathered around a singing platform" } ]
97
DroneBench/Cap/ERA_images/test/Concert_014 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing platform with an orchestra and surrounded by people" } ]
98
DroneBench/Cap/ERA_images/test/Concert_014 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "getai with a band surrounded by people" } ]
99
DroneBench/Cap/ERA_images/test/Concert_014 .png
[ { "from": "human", "value": "<image>\n[img_cap] Briefly describe this image." }, { "from": "gpt", "value": "singing stage with a band and surrounded by people" } ]
End of preview. Expand in Data Studio

πŸŽ‰ To the best of our knowledge, UAVBench is the first vision-language benchmark to assess low-altitude UAV image-level and region-level understanding and reasoning capabilities of MLLMs.

πŸ“’ News

This is an ongoing project. We will be working on improving it.

  • πŸ“¦ Complete evaluation code coming soon! πŸš€
  • πŸ“¦ Detailed low-altitude UAV MLLMs model inference tutorial coming soon! πŸš€
  • [05/13/2025] πŸš€ We release our UAVBench benchmark and UAVIT-1M instruct tunning data to huggingface. UAVIT-1M
  • [05/13/2025] πŸš€ We release 3 low-altitude UAV Multi-modal Large Language Model baselines. πŸ€–LLaVA1.5-UAV, πŸ€–MiniGPTv2-UAV, πŸ€–GeoChat-UAV

πŸ’Ž UAVBench Benchmark

To evaluate existing MLLMs’ abilities in low-altitude UAV vision-language tasks, we introduce the UAVBench Benchmark. The UAVBench comprises about 966k high-quality data samples and 43 test units, across 10 tasks at the image-level and region-level, covering 261k multi-spatial resolution and multi-scene images.

πŸŽ† UAVIT-1M Instruct Tuning Dataset

UAVIT-1M consists of approximately 1.24 million diverse instructions, covering 789k multi-scene low-altitude UAV images and about 2,000 types of spatial resolutions with 11 distinct tasks. UAVBench and UAVIT-1M feature pure real-world visual images and rich weather conditions, and involve manual sampling verification to ensure high quality.

For more information, please refer to our 🏠Homepage.

πŸ“¨ Contact

If you have any questions about this project, please feel free to contact zhanyangnwpu@gmail.com.

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