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Leaderboard

Rank Institution Model name Date Paper FPS Hardware Meta Other AP AP50 AP75 AR1 AR10
1 PanGu PanGu CV 23-Apr-2023 15 A100 ✔ 0.5597 0.9134 0.5830 0.1287 0.5875
2 USYD object detection 25-Oct-2022 1 A100 ✔ 0.5583 0.9100 0.5780 0.1302 0.5864
3 USYD object detection 25-Oct-2022 1 A100 ✔ 0.5537 0.9070 0.5724 0.1300 0.5828
4 USYD object detection 24-Oct-2022 1 A100 ✔ 0.5517 0.9066 0.5638 0.1304 0.5796
5 aaa 06-Apr-2023 10 V100 0.5490 0.9105 0.5546 0.1299 0.5756
6 Fraunhofer IOSB VFNet 14-Oct-2022 1 Tesla V100 ✔ 0.5484 0.9062 0.5548 0.1287 0.5745
7 Fraunhofer IOSB DetectoRS 13-Oct-2022 1 Tesla V100 ✔ 0.5439 0.8988 0.5509 0.1281 0.5739
8 Fraunhofer IOSB VFNet 14-Oct-2022 1 Tesla V100 ✔ 0.5424 0.9030 0.5469 0.1277 0.5727
9 Fraunhofer IOSB VFNet 20-Oct-2022 1 Tesla V100 ✔ 0.5410 0.9016 0.5399 0.1272 0.5711
10 BUPT MCPRL yolo 26-Sep-2022 1 Tesla V100 ✔ 0.5409 0.9053 0.5484 0.1277 0.5728
11 Fraunhofer IOSB DetectoRS 20-Oct-2022 1 Tesla V100 ✔ 0.5386 0.8982 0.5409 0.1279 0.5701
12 Fraunhofer IOSB DetectoRS 13-Oct-2022 1 Tesla V100 ✔ 0.5379 0.8959 0.5383 0.1291 0.5697
13 Fraunhofer IOSB DetectoRS 24-Oct-2022 1 Tesla V100 ✔ 0.5379 0.8983 0.5361 0.1281 0.5702
14 Fraunhofer IOSB DetectoRS 23-Oct-2022 1 Tesla V100 ✔ 0.5371 0.8970 0.5387 0.1278 0.5694
15 Fraunhofer IOSB DetectoRS 10-Oct-2022 1 Tesla V100 ✔ 0.5356 0.8951 0.5361 0.1290 0.5691
16 Fraunhofer IOSB DetectoRS 23-Oct-2022 1 Tesla V100 ✔ 0.5329 0.8974 0.5377 0.1276 0.5666
17 BUPT MCPRL yolo test 22-Oct-2022 1 Tesla V100 ✔ 0.5298 0.9021 0.5322 0.1241 0.5682
18 Fraunhofer IOSB DetectoRS 10-Oct-2022 1 Tesla V100 0.5277 0.8914 0.5234 0.1281 0.5631
19 BUPT MCPRL yolov 25-Oct-2022 1 Tesla V100 ✔ 0.5268 0.8993 0.5264 0.1239 0.5782
20 HSU IMB SmartShip DyHead 25-Oct-2022 1 A100 ✔ 0.5224 0.8987 0.5225 0.1254 0.5669
21 BUPT MCPRL yolo 25-Oct-2022 1 Tesla V100 ✔ 0.5204 0.8947 0.5183 0.1231 0.5746
22 HSU IMB SmartShip DyHead 23-Oct-2022 1 A100 ✔ 0.5114 0.8921 0.4962 0.1247 0.5599
23 HSU IMB SmartShip SmartShip 23-Oct-2022 1 A100 ✔ 0.5109 0.8879 0.4967 0.1253 0.5613
24 HSU IMB SmartShip DyHead 23-Oct-2022 1 A100 ✔ 0.5084 0.8905 0.4847 0.1237 0.5548
25 zzz 04-Apr-2023 10 gpu 0.5046 0.8724 0.4918 0.1273 0.5406
26 HSU IMB SmartShip DyHead 24-Oct-2022 1 A100 ✔ 0.5028 0.8966 0.4763 0.1251 0.5501
27 University of Seoul yolo 14-Oct-2022 15 RTX 3090 ✔ 0.4995 0.8776 0.4876 0.1251 0.5429
28 Unica YoloCNSv4.1 11-Oct-2022 60 TeslaP6 ✔ 0.4915 0.8638 0.4817 0.1245 0.5372
29 FIT BUT YOLOv7 21-Oct-2022 6 RTX3090 ✔ 0.4915 0.8660 0.4778 0.1247 0.5346
30 University of Seoul yolo 17-Oct-2022 24 RTX 3090 ✔ 0.4907 0.8663 0.4737 0.1240 0.5371
31 Granular AI YOLOv7 19-Oct-2022 10 RTX 3090 0.4880 0.8664 0.4710 0.1227 0.5300
32 Granular AI YOLOv7 17-Oct-2022 10 RTX 3090 0.4876 0.8680 0.4675 0.1241 0.5323
33 HSU IMB SmartShip DyHead 25-Oct-2022 1 A100 ✔ 0.4876 0.8750 0.4679 0.1222 0.5462
34 Unica YoloCNSv4 11-Oct-2022 60 TeslaP6 ✔ 0.4873 0.8527 0.4751 0.1244 0.5337
35 Unica YoloCNSv3 30-Sep-2022 60 TeslaP6 ✔ 0.4849 0.8524 0.4727 0.1226 0.5313
36 Granular AI YOLOv7 19-Oct-2022 10 RTX 3090 0.4832 0.8621 0.4642 0.1227 0.5269
37 Granular AI YOLOv7 25-Oct-2022 80 RTX 3090 0.4806 0.8523 0.4597 0.1241 0.5269
38 Granular AI YOLOv7 17-Oct-2022 10 RTX 3090 0.4805 0.8609 0.4566 0.1234 0.5218
39 TUK M8 21-Oct-2022 33 RTX3090 ✔ 0.4798 0.8566 0.4562 0.1249 0.5243
40 HKUST HKUST VGD V 25-Oct-2022 10 3090 0.4792 0.8764 0.4599 0.1155 0.5205
41 Granular AI YOLOv7 18-Oct-2022 10 RTX 3090 0.4786 0.8670 0.4570 0.1195 0.5179
42 HKUST HKUST VGD V 25-Oct-2022 10 3090 0.4755 0.8694 0.4532 0.1170 0.5160
43 Y7 25-Oct-2022 100 RTX 3070 0.4754 0.8634 0.4537 0.1181 0.5234
44 TUK M8 20-Oct-2022 33 RTX3090 ✔ 0.4750 0.8443 0.4557 0.1243 0.5205
45 Granular AI YOLOv7 25-Oct-2022 80 RTX 3090 0.4745 0.8509 0.4560 0.1186 0.5243
46 TUK M5 14-Oct-2022 33 RTX3090 ✔ 0.4743 0.8350 0.4641 0.1218 0.5218
47 Durham University DurObj 20-Oct-2022 4 TITAN XP 0.4733 0.8563 0.4389 0.1226 0.5174
48 PiVa AI TBD 12-Oct-2022 🔗 -1 TBD 0.4716 0.8582 0.4455 0.1206 0.5095
49 TUK M9 23-Oct-2022 33 RTX3090 0.4675 0.8361 0.4376 0.1235 0.5118
50 TUK M10 24-Oct-2022 1 RTX3090 0.4653 0.8342 0.4414 0.1239 0.5096
51 TUK M7 21-Oct-2022 10 RTX3090 0.4646 0.8322 0.4382 0.1229 0.5127
52 TUK M7 22-Oct-2022 1 RTX3090 0.4627 0.8325 0.4342 0.1236 0.5093
53 NYU YOLO 23-Oct-2022 1 2080 ✔ 0.4624 0.8268 0.4439 0.1222 0.5175
54 ISTI VFNet64 30-May-2023 1 RTX 4090 ✔ 0.4616 0.8439 0.4306 0.1231 0.5086
55 PiVa AI TBD 12-Oct-2022 🔗 -1 TBD 0.4614 0.8511 0.4274 0.1206 0.5033
56 yolo 19-Oct-2022 -1 2080 0.4600 0.8300 0.4424 0.1203 0.5161
57 Granular AI YOLOv7 24-Oct-2022 80 RTX 3070 0.4586 0.8294 0.4419 0.1161 0.5131
58 PiVa AI TBD 09-Oct-2022 🔗 -1 TBD 0.4563 0.8522 0.4209 0.1194 0.4989
59 YoloCNSv2 24-Sep-2022 60 TeslaP6 ✔ 0.4554 0.8389 0.4376 0.1165 0.5093
60 TUK M9 23-Oct-2022 5 RTX3090 0.4552 0.8628 0.4073 0.1218 0.5101
61 RISC 17-Oct-2022 1 2080 ✔ 0.4520 0.8295 0.4249 0.1199 0.5093
62 KLE Tech CEVI Object Detection 13-Oct-2022 60 RTX 3050 ✔ 0.4503 0.8475 0.4117 0.1214 0.4951
63 KLE Tech CEVI Object Detection 13-Oct-2022 60 RTX 3050 ✔ 0.4503 0.8475 0.4117 0.1214 0.4951
64 KLE Tech CEVI Object Detection 10-Oct-2022 60 Tesla P100 0.4503 0.8475 0.4117 0.1214 0.4951
65 FIT BUT TOOD 21-Oct-2022 1 RTX3090 ✔ 0.4486 0.8147 0.4197 0.1209 0.4985
66 KLE Tech CEVI Object Detection 13-Oct-2022 60 RTX 3050 0.4482 0.8480 0.4086 0.1212 0.4932
67 Santa Clara University Object Detection 21-Oct-2022 3 Nvidia Titan 0.4414 0.8265 0.4146 0.1144 0.4913
68 HSU IMB SmartShip DyHead 24-Oct-2022 1 A100 ✔ 0.4367 0.8284 0.3936 0.1170 0.5045
69 12 belele 24-May-2023 123 123 0.4338 0.8262 0.3959 0.1168 0.4857
70 asd lala 24-May-2023 1 312 ✔ 0.4282 0.8174 0.3896 0.1150 0.4771
71 HSU IMB SmartShip DyHead 25-Oct-2022 1 A100 ✔ 0.4246 0.6952 0.4428 0.1219 0.5111
72 University Tübingen Binary OD Baseline 13-Sep-2022 66 RTX 3080 ✔ 0.4227 0.8177 0.3857 0.1162 0.4749
73 FEUP Adapt 8 5e3 29-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4106 0.7909 0.3695 0.1153 0.4650
74 FEUP Adapt 8 1e3 26-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4105 0.7941 0.3753 0.1159 0.4658
75 FEUP Adapt 8 1e2 29-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4092 0.7915 0.3731 0.1149 0.4621
76 Santa Clara University Object Detection 07-Oct-2022 3 Titan Xp 0.4070 0.7979 0.3605 0.1151 0.4577
77 UESTC baseline 09-Oct-2022 -1 -1 0.4070 0.7980 0.3604 0.1151 0.4577
78 University Tübingen Baseline 12-Sep-2022 66 RTX 3080 ✔ 0.4070 0.7980 0.3605 0.1151 0.4577
79 FEUP Altitude 4 5e3 30-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4068 0.7932 0.3643 0.1136 0.4637
80 FEUP epochs 31-May-2023 -1 NVIDIA 1050 Ti 0.4062 0.7939 0.3715 0.1145 0.4606
81 FEUP Altitude 4 1e3 30-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4059 0.7902 0.3635 0.1141 0.4630
82 FEUP Adapt 4 1e2 30-May-2023 -1 NVIDIA 3080 Ti ✔ 0.4053 0.7934 0.3604 0.1144 0.4585
83 Santa Clara University Object Detection 16-Oct-2022 3 Nvidia Titan 0.4050 0.7972 0.3590 0.1144 0.4561
84 FEUP both 01-Jun-2023 -1 NVIDIA 3080 Ti 0.4045 0.7910 0.3603 0.1142 0.4596
85 FEUP angle 5e3 31-May-2023 -1 Nvidia 3080 Ti ✔ 0.4038 0.7872 0.3664 0.1141 0.4615
86 FEUP Baseline - Hyp Evolved 30-May-2023 -1 NVIDIA 3080 Ti 0.4035 0.7937 0.3579 0.1144 0.4544
87 KLE Tech Hubli Object Detection 10-Oct-2022 30 Tesla P100 0.4015 0.8076 0.3417 0.1162 0.4496
88 FEUP Baseline - Hyp Evolved 25-May-2023 -1 NVIDIA 3080 Ti 0.4012 0.7932 0.3556 0.1139 0.4544
89 FEUP Baseline - Hyp Evolved 02-Jun-2023 -1 NVIDIA 3080 Ti ✔ 0.4008 0.7846 0.3532 0.1153 0.4520
90 FEUP baseline-8e-lossota 26-Apr-2023 1 3080 Ti 0.3974 0.7882 0.3581 0.1114 0.4554
91 FEUP baseline-8e-default 26-Apr-2023 1 3080 Ti 0.3854 0.7670 0.3365 0.1095 0.4473
92 ASD altitude nomoisaic 01-Jun-2023 -1 3080 Ti 0.3730 0.7592 0.3156 0.1104 0.4320
93 FEUP baseline nomoisaic 01-Jun-2023 -1 3080 TI 0.3687 0.7595 0.3099 0.1087 0.4284
94 FIT BUT pix2seq 21-Oct-2022 1 RTX3090 ✔ 0.3444 0.7700 0.2444 0.0949 0.4656
95 FIT BUT pix2seq 24-Oct-2022 1 RTX3090 ✔ 0.3291 0.7534 0.2234 0.0895 0.4560
96 FIT BUT DETR 24-Oct-2022 1 RTX3090 ✔ 0.3195 0.7416 0.2260 0.1021 0.3971
97 Santa Clara University Object Detection 22-Oct-2022 3 Nvidia Titan 0.2816 0.5566 0.2466 0.0945 0.3683
98 Granular AI YOLO 09-Oct-2022 10 RTX 3090 0.2592 0.6110 0.1765 0.0883 0.3760
99 FEUP baseline-8e-focalloss 26-Apr-2023 1 3080 Ti 0.2520 0.5984 0.1689 0.0840 0.3496
100 University Tuebingen F-RCNN ResNet18 Baseline 09-Oct-2022 29 GTX 1080 Ti ✔ 0.2136 0.5426 0.1343 0.0855 0.2752
101 Santa Clara University Object Detection 15-Oct-2022 3 Nvidia Titan 0.0972 0.1963 0.0896 0.0630 0.1614
102 Santa Clara University Object Detection 13-Oct-2022 3 Titan Xp 0.0964 0.1973 0.0876 0.0627 0.1499
103 pg pg 19-Apr-2023 15 A100 0.0000 0.0000 0.0000 0.0000 0.0000
104 Santa Clara University Object Detection 22-Oct-2022 3 Nvidia Titan 0.0000 0.0000 0.0000 0.0000 0.0000