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# Author Model name Date Paper FPS Hardware Meta Other AP95 AP50 AP75 AR1 AR10
1
#10895
USYD
User #280
object detection
MaCVi 23
25-Oct-2022 1 A100 0.6152 0.9136 0.6753 0.4803 0.7017
2
#10844
USYD
User #280
object detection
MaCVi 23
24-Oct-2022 1 A100 0.6098 0.9087 0.6628 0.4806 0.6990
3
#10964
PanGu
User #324
PanGu CV 23-Apr-2023 15 A100 0.6071 0.9057 0.6717 0.4774 0.7063
4
#10894
USYD
User #280
object detection
MaCVi 23
25-Oct-2022 1 A100 0.6062 0.9075 0.6619 0.4784 0.6962
5
#10726
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
20-Oct-2022 1 Tesla V100 0.5963 0.8969 0.6555 0.4747 0.6661
6
#10588
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
13-Oct-2022 1 Tesla V100 0.5949 0.8931 0.6471 0.4733 0.6668
7
#10584
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
13-Oct-2022 1 Tesla V100 0.5921 0.8900 0.6476 0.4729 0.6620
8
#10840
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
24-Oct-2022 1 Tesla V100 0.5912 0.8917 0.6389 0.4735 0.6617
9
#10423
BUPT MCPRL
User #206
yolo
MaCVi 23
26-Sep-2022 1 Tesla V100 0.5900 0.9072 0.6415 0.4641 0.6798
10
#10955

User #322
aaa 06-Apr-2023 10 V100 0.5893 0.8887 0.6373 0.4713 0.6752
11
#10781
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
23-Oct-2022 1 Tesla V100 0.5887 0.8895 0.6374 0.4685 0.6590
12
#10623
Fraunhofer IOSB
User #220
VFNet
MaCVi 23
14-Oct-2022 1 Tesla V100 0.5881 0.8896 0.6410 0.4648 0.6729
13
#10792
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
23-Oct-2022 1 Tesla V100 0.5873 0.8956 0.6463 0.4732 0.6612
14
#12925
uestc
User #501
yolov8s 17-Mar-2024 🔗 -1 RTX 4080 0.5868 0.8968 0.6287 0.4696 0.6607
15
#10540
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
10-Oct-2022 1 Tesla V100 0.5860 0.8822 0.6406 0.4708 0.6592
16
#10622
Fraunhofer IOSB
User #220
VFNet
MaCVi 23
14-Oct-2022 1 Tesla V100 0.5853 0.8744 0.6371 0.4663 0.6732
17
#10728
Fraunhofer IOSB
User #220
VFNet
MaCVi 23
20-Oct-2022 1 Tesla V100 0.5838 0.8776 0.6295 0.4663 0.6772
18
#10879
BUPT MCPRL
User #206
yolov
MaCVi 23
25-Oct-2022 1 Tesla V100 0.5814 0.9000 0.6188 0.4701 0.6869
19
#12444
DalianMaritime University
User #354
yolov8-me 05-Dec-2023 🔗 1 NVIDIA 2080 Ti 0.5771 0.8919 0.6250 0.4597 0.6619
20
#10885
BUPT MCPRL
User #206
yolo
MaCVi 23
25-Oct-2022 1 Tesla V100 0.5727 0.8907 0.6115 0.4671 0.6842
21
#10765
BUPT MCPRL
User #206
yolo test
MaCVi 23
22-Oct-2022 1 Tesla V100 0.5720 0.8986 0.6201 0.4577 0.6702
22
#10873
HSU IMB SmartShip
User #287
DyHead
MaCVi 23
25-Oct-2022 1 A100 0.5703 0.8854 0.6163 0.4518 0.6775
23
#10850
HSU IMB SmartShip
User #279
DyHead
MaCVi 23
24-Oct-2022 1 A100 0.5635 0.8902 0.5884 0.4529 0.6462
24
#10806
HSU IMB SmartShip
User #279
DyHead
MaCVi 23
23-Oct-2022 1 A100 0.5633 0.8804 0.5954 0.4531 0.6699
25
#10538
Fraunhofer IOSB
User #220
DetectoRS
MaCVi 23
10-Oct-2022 1 Tesla V100 0.5613 0.8543 0.6070 0.4615 0.6488
26
#10778
HSU IMB SmartShip
User #279
SmartShip
MaCVi 23
23-Oct-2022 1 A100 0.5612 0.8675 0.5957 0.4577 0.6499
27
#13188
uestc
User #501
yolov8s 20-May-2024 🔗 -1 RTX 4080 0.5582 0.8691 0.6039 0.4534 0.6395
28
#13154
HPI
User #497
YOLOv8n 11-May-2024 🔗 43 RTX3090 0.5563 0.8570 0.5939 0.4524 0.6479
29
#10907
HSU IMB SmartShip
User #287
DyHead
MaCVi 23
25-Oct-2022 1 A100 0.5542 0.8745 0.5934 0.4497 0.6342
30
#10804
HSU IMB SmartShip
User #279
DyHead
MaCVi 23
23-Oct-2022 1 A100 0.5534 0.8616 0.5827 0.4584 0.6506
31
#13189
uestc
User #530
yolov8s 20-May-2024 🔗 -1 RTX 4080 0.5490 0.8575 0.5892 0.4445 0.6314
32
#13184
uestc
User #501
yolov8s 19-May-2024 🔗 -1 RTX 4080 0.5488 0.8664 0.5832 0.4478 0.6312
33
#13186
uestc
User #501
yolov8s 20-May-2024 🔗 -1 RTX 4080 0.5443 0.8526 0.5831 0.4466 0.6275
34
#13190
uestc
User #530
yolov8s 20-May-2024 🔗 -1 RTX 4080 0.5428 0.8497 0.5836 0.4453 0.6253
35
#10954

User #322
zzz 04-Apr-2023 10 gpu 0.5424 0.8457 0.5691 0.4445 0.6284
36
#13024
shmtu
User #511
v8st 02-Apr-2024 🔗 -1 2080TI 0.5420 0.8389 0.5803 0.4437 0.6169
37
#13183
uestc
User #501
yolov8s 19-May-2024 🔗 -1 RTX 4080 0.5411 0.8536 0.5718 0.4421 0.6231
38
#10610
University of Seoul
User #214
yolo
MaCVi 23
14-Oct-2022 15 RTX 3090 0.5371 0.8530 0.5734 0.4405 0.6091
39
#13187
uestc
User #501
yolov8s 20-May-2024 🔗 -1 RTX 4080 0.5370 0.8579 0.5635 0.4444 0.6236
40
#12528
DalianMaritime University
User #354
yolov8 24-Dec-2023 🔗 2 NVIDIA 2080 Ti 0.5370 0.8489 0.5733 0.4356 0.6208
41
#12944
shmtu
User #511
v8m 21-Mar-2024 🔗 8 2080TI 0.5328 0.8077 0.5748 0.4337 0.5958
42
#12363
DalianMaritime University
User #354
yolov8 13-Nov-2023 🔗 2 NVIDIA 2080 Ti 0.5324 0.8324 0.5745 0.4308 0.6225
43
#10662
University of Seoul
User #214
yolo
MaCVi 23
17-Oct-2022 24 RTX 3090 0.5321 0.8482 0.5672 0.4379 0.6041
44
#12985
shmtu
User #511
v8s 25-Mar-2024 🔗 21 2080TI 0.5303 0.8104 0.5744 0.4350 0.5989
45
#12516
DalianMaritime University
User #354
yolov8-me 22-Dec-2023 🔗 1 NVIDIA 2080 Ti 0.5288 0.8375 0.5692 0.4325 0.6210
46
#10544
Unica
User #212
YoloCNSv4.1
MaCVi 23
11-Oct-2022 60 TeslaP6 0.5282 0.8312 0.5638 0.4394 0.6243
47
#10678
Granular AI
User #248
YOLOv7
MaCVi 23
17-Oct-2022 10 RTX 3090 0.5261 0.8373 0.5602 0.4395 0.6191
48
#10812
TUK
User #244
M10
MaCVi 23
24-Oct-2022 1 RTX3090 0.5254 0.8387 0.5506 0.4288 0.6006
49
#10679
Granular AI
User #248
YOLOv7
MaCVi 23
17-Oct-2022 10 RTX 3090 0.5245 0.8307 0.5538 0.4332 0.6042
50
#12526
DalianMaritime University
User #354
yolov8 24-Dec-2023 🔗 2 NVIDIA 2080 Ti 0.5241 0.8558 0.5516 0.4368 0.6130
51
#10696
Granular AI
User #248
YOLOv7
MaCVi 23
19-Oct-2022 10 RTX 3090 0.5232 0.8268 0.5529 0.4303 0.6185
52
#10698
Granular AI
User #248
YOLOv7
MaCVi 23
19-Oct-2022 10 RTX 3090 0.5205 0.8226 0.5500 0.4289 0.6056
53
#10763
TUK
User #244
M7
MaCVi 23
22-Oct-2022 1 RTX3090 0.5203 0.8409 0.5325 0.4207 0.5943
54
#10738
TUK
User #244
M8
MaCVi 23
21-Oct-2022 33 RTX3090 0.5193 0.8025 0.5512 0.4314 0.5848
55
#10695

User #258
yolo
MaCVi 23
19-Oct-2022 -1 2080 0.5193 0.8550 0.5444 0.4347 0.6008
56
#10786
NYU
User #258
YOLO
MaCVi 23
23-Oct-2022 1 2080 0.5175 0.8433 0.5464 0.4362 0.6026
57
#10748
FIT BUT
User #274
YOLOv7
MaCVi 23
21-Oct-2022 6 RTX3090 0.5169 0.8013 0.5511 0.4214 0.5796
58
#10543
Unica
User #212
YoloCNSv4
MaCVi 23
11-Oct-2022 60 TeslaP6 0.5167 0.8046 0.5567 0.4251 0.5873
59
#12986
shmtu
User #511
v8s 26-Mar-2024 🔗 26 2080TI 0.5146 0.7876 0.5547 0.4214 0.5791
60
#13068
shmtu
User #525
v8sA 10-Apr-2024 🔗 47.8 4090 0.5131 0.7959 0.5538 0.4264 0.5833
61
#10751
TUK
User #244
M7
MaCVi 23
21-Oct-2022 10 RTX3090 0.5126 0.8240 0.5245 0.4205 0.5812
62
#10430
Unica
User #212
YoloCNSv3
MaCVi 23
30-Sep-2022 60 TeslaP6 0.5095 0.8024 0.5446 0.4222 0.5804
63
#10703
TUK
User #244
M8
MaCVi 23
20-Oct-2022 33 RTX3090 0.5087 0.7843 0.5484 0.4227 0.5699
64
#10689
Granular AI
User #248
YOLOv7
MaCVi 23
18-Oct-2022 10 RTX 3090 0.5076 0.8402 0.5311 0.4231 0.6080
65
#10777
TUK
User #244
M9
MaCVi 23
23-Oct-2022 33 RTX3090 0.5050 0.7846 0.5350 0.4219 0.5700
66
#10668

User #258
RISC
MaCVi 23
17-Oct-2022 1 2080 0.5038 0.8399 0.5255 0.4273 0.5824
67
#13035
shmtu
User #511
v8sE1 04-Apr-2024 🔗 -1 2080TI 0.5034 0.7827 0.5374 0.4166 0.5705
68
#13080
shmtu
User #525
v8sE2_1 17-Apr-2024 🔗 52.9 4090 0.5013 0.7881 0.5248 0.4196 0.5725
69
#10721
Durham University
User #254
DurObj
MaCVi 23
20-Oct-2022 4 TITAN XP 0.5009 0.7901 0.5142 0.4190 0.5842
70
#13151
personal
User #497
faster r-cnn 10-May-2024 🔗 -1 RTX3090 0.5008 0.8251 0.5196 0.4160 0.5790
71
#13071
shmtu
User #525
v8s3 11-Apr-2024 🔗 47.8 4090 0.5006 0.7699 0.5371 0.4122 0.5644
72
#10905
HSU IMB SmartShip
User #279
DyHead
MaCVi 23
25-Oct-2022 1 A100 0.5002 0.7337 0.5618 0.4481 0.6760
73
#10779
TUK
User #244
M9
MaCVi 23
23-Oct-2022 5 RTX3090 0.4969 0.8336 0.4928 0.4158 0.5787
74
#10536
KLE Tech CEVI
User #230
Object Detection
MaCVi 23
10-Oct-2022 60 Tesla P100 0.4968 0.8326 0.5004 0.4131 0.5797
75
#10577
KLE Tech CEVI
User #230
Object Detection
MaCVi 23
13-Oct-2022 60 RTX 3050 0.4968 0.8326 0.5004 0.4131 0.5797
76
#10576
KLE Tech CEVI
User #230
Object Detection
MaCVi 23
13-Oct-2022 60 RTX 3050 0.4968 0.8326 0.5004 0.4131 0.5797
77
#10578
KLE Tech CEVI
User #230
Object Detection
MaCVi 23
13-Oct-2022 60 RTX 3050 0.4963 0.8346 0.5045 0.4135 0.5784
78
#10618
TUK
User #244
M5
MaCVi 23
14-Oct-2022 33 RTX3090 0.4955 0.7736 0.5335 0.4144 0.5613
79
#13050
shmtu
User #511
yolov8snotpre 05-Apr-2024 🔗 -1 2080Ti 0.4953 0.7675 0.5231 0.4140 0.5594
80
#13078
shmtu
User #525
v8snew 15-Apr-2024 🔗 54.3 4090 0.4932 0.7630 0.5390 0.4125 0.5626
81
#13079
shmtu
User #525
v8sE_0 16-Apr-2024 🔗 52.9 4090 0.4915 0.7594 0.5300 0.4090 0.5607
82
#13066
shmtu
User #525
v8s2 10-Apr-2024 🔗 47.8 4090 0.4914 0.7703 0.5227 0.4047 0.5579
83
#13036
shmtu
User #511
v8sE2 04-Apr-2024 🔗 -1 2080TI 0.4894 0.7601 0.5286 0.4044 0.5577
84
#13052
shmtu
User #511
snotpre80 06-Apr-2024 🔗 -1 2080ti 0.4887 0.7496 0.5272 0.4026 0.5509
85
#13092
shmtu
User #525
v5s 22-Apr-2024 🔗 -1 4090 0.4886 0.7649 0.5270 0.4051 0.5527
86
#11074
ISTI
User #336
VFNet64 30-May-2023 1 RTX 4090 0.4885 0.7892 0.5035 0.4126 0.5837
87
#13069
shmtu
User #525
v8sbi 10-Apr-2024 🔗 47.8 4090 0.4876 0.7537 0.5238 0.3991 0.5529
88
#13152
personal
User #497
detectors-cascade 10-May-2024 🔗 -1 RTX3090 0.4867 0.7931 0.5121 0.4012 0.5566
89
#13065
shmtu
User #525
v8sls 09-Apr-2024 🔗 52.6 4090 0.4860 0.7553 0.5134 0.4036 0.5535
90
#12703
shanghai
User #432
rt-detr 19-Jan-2024 🔗 1 3090 0.4856 0.7805 0.5167 0.4071 0.5939
91
#10565
PiVa AI
User #223
TBD
MaCVi 23
12-Oct-2022 🔗 -1 TBD 0.4847 0.7763 0.5194 0.3934 0.5547
92
#10898
HKUST
User #222
HKUST VGD V
MaCVi 23
25-Oct-2022 10 3090 0.4839 0.8094 0.5142 0.4027 0.5864
93
#13077
shmtu
User #525
v8sE1 13-Apr-2024 🔗 51.8 4090 0.4837 0.7515 0.5139 0.3957 0.5478
94
#10564
PiVa AI
User #223
TBD
MaCVi 23
12-Oct-2022 🔗 -1 TBD 0.4812 0.7765 0.5127 0.3914 0.5429
95
#13061
shmtu
User #525
v8s 09-Apr-2024 🔗 56.8 4090 0.4807 0.7551 0.5119 0.3984 0.5455
96
#10893
HKUST
User #222
HKUST VGD V
MaCVi 23
25-Oct-2022 10 3090 0.4742 0.7824 0.5092 0.3933 0.5640
97
#13088
shmtu
User #525
v6s 20-Apr-2024 🔗 -1 4090 0.4727 0.7269 0.5106 0.3876 0.5344
98
#13128
donghua
User #521
rtdetr-Faster-Rep-EMA 04-May-2024 🔗 1 RTX-2080 SUPER 0.4724 0.7716 0.4948 0.3927 0.5644
99
#12885
shmtu
User #511
v8s 13-Mar-2024 🔗 51 2080TI 0.4721 0.7244 0.5089 0.3862 0.5322
100
#13014
THu
User #515
SDS_1 28-Mar-2024 🔗 1 V100 0.4711 0.7845 0.5050 0.3905 0.5872
101
#10752
FIT BUT
User #274
TOOD
MaCVi 23
21-Oct-2022 1 RTX3090 0.4707 0.7324 0.4919 0.3961 0.5361
102
#11390
DalianMaritime University
User #354
yolov7-T 23-Jun-2023 2 NVIDIA 2080 Ti 0.4687 0.7579 0.4943 0.3910 0.5312
103
#12527
DalianMaritime University
User #354
yolov8 24-Dec-2023 🔗 2 NVIDIA 2080 Ti 0.4685 0.7664 0.4847 0.3915 0.5439
104
#13055
shmtu
User #511
v8n 07-Apr-2024 🔗 31.4 2080TI 0.4653 0.7375 0.4917 0.3901 0.5343
105
#11389
DalianMaritime University
User #354
yolov7 23-Jun-2023 2 NVIDIA 2080 Ti 0.4645 0.7869 0.4773 0.3960 0.5429
106
#13053
shmtu
User #511
v8sfn 07-Apr-2024 🔗 33 2080ti 0.4626 0.7295 0.5026 0.3893 0.5322
107
#12968
UP
User #471
Seae 1.1 23-Mar-2024 🔗 7 RTX 4060 0.4613 0.7480 0.4882 0.3949 0.5298
108
#10512
PiVa AI
User #223
TBD
MaCVi 23
09-Oct-2022 🔗 -1 TBD 0.4604 0.7542 0.4859 0.3738 0.5221
109
#13115
donghua
User #521
rt-detr-r18 29-Apr-2024 🔗 1 RTX-2080 SUPER 0.4588 0.7459 0.4703 0.3860 0.5641
110
#12426
dong
User #323
rt-detr 01-Dec-2023 🔗 1 1 0.4585 0.7307 0.4819 0.3845 0.5205
111
#12637
HUST
User #488
Yolov8s-v6 09-Jan-2024 🔗 1 A100 0.4581 0.7289 0.4889 0.3948 0.5244
112
#10848
HSU IMB SmartShip
User #279
DyHead
MaCVi 23
24-Oct-2022 1 A100 0.4534 0.7125 0.4847 0.3754 0.5213
113
#13017
donghua
User #521
rtdetr-PACAPN 31-Mar-2024 🔗 83.3 RTX-2080 SUPER 0.4528 0.7515 0.4646 0.3797 0.5440
114
#11040
12
User #333
belele 24-May-2023 123 123 0.4516 0.7390 0.4775 0.3856 0.5222
115
#11500
FEUP
User #308
Ensemble s0 16-Jul-2023 -1 A2000 0.4512 0.7657 0.4678 0.3993 0.5347
116
#12690
HUST
User #472
Yolov8s-v12 17-Jan-2024 🔗 1 4090 0.4497 0.7204 0.4789 0.3872 0.5153
117
#13156
1
User #444
1 12-May-2024 🔗 1 1 0.4491 0.7389 0.4697 0.3786 0.5187
118
#13159
1
User #444
1 12-May-2024 🔗 1 1 0.4475 0.7399 0.4613 0.3800 0.5139
119
#12669
HUST
User #472
Yolov8s-v5 10-Jan-2024 🔗 1 4090 0.4473 0.7235 0.4724 0.3894 0.5152
120
#12671
HUST
User #472
Yolov8s-v8 11-Jan-2024 🔗 1 4090 0.4473 0.7132 0.4733 0.3842 0.5115
121
#12977
SCUT
User #517
Maritime-RTDETR 24-Mar-2024 🔗 30 RTX4090 0.4468 0.7207 0.4704 0.3799 0.5121
122
#12974
SCUT
User #516
Maritime-RTDETR 24-Mar-2024 🔗 30 RTX4090 0.4444 0.7252 0.4637 0.3762 0.5094
123
#12375
dong
User #323
8-1 17-Nov-2023 🔗 1 1 0.4442 0.7361 0.4595 0.3791 0.5172
124
#11039
asd
User #333
lala 24-May-2023 1 312 0.4442 0.7477 0.4595 0.3741 0.5137
125
#13089
donghua
User #521
rtdetr-DRB 20-Apr-2024 🔗 1 RTX-2080 SUPER 0.4441 0.7320 0.4554 0.3768 0.5585
126
#12680
HUST
User #472
Yolov8s-v101 12-Jan-2024 🔗 1 4090 0.4435 0.7092 0.4695 0.3874 0.5150
127
#11513

User #299
yolo 19-Jul-2023 30 RTX3080Ti 0.4425 0.7683 0.4499 0.3846 0.5158
128
#13145
1
User #444
1 09-May-2024 🔗 1 1 0.4419 0.7296 0.4538 0.3820 0.5119
129
#12410
dong
User #323
B28 30-Nov-2023 🔗 1 1 0.4414 0.7217 0.4591 0.3771 0.5084
130
#12660
HUST
User #472
Yolov8s-v7 10-Jan-2024 🔗 1 4090 0.4412 0.7031 0.4706 0.3829 0.5096
131
#13101
1
User #444
402dg 25-Apr-2024 🔗 1 1 0.4408 0.7227 0.4628 0.3739 0.5090
132
#13058
donghua
User #521
rtdetr-r50-DRB 08-Apr-2024 🔗 87.7 RTX-2080 SUPER 0.4407 0.7363 0.4508 0.3734 0.5291
133
#13110
1
User #323
4d28 28-Apr-2024 🔗 1 1 0.4397 0.7198 0.4554 0.3721 0.5055
134
#10420

User #212
YoloCNSv2
MaCVi 23
24-Sep-2022 60 TeslaP6 0.4397 0.7185 0.4719 0.3629 0.5107
135
#12415
dong
User #444
AB28 30-Nov-2023 🔗 1 1 0.4395 0.7142 0.4570 0.3686 0.5038
136
#12672
HUST
User #472
Yolov8s-v9 11-Jan-2024 🔗 1 4090 0.4393 0.7001 0.4635 0.3774 0.5055
137
#13118
1
User #323
dg 30-Apr-2024 🔗 1 1 0.4392 0.7206 0.4589 0.3696 0.5067
138
#13102
1
User #444
402falsedg 25-Apr-2024 🔗 1 1 0.4391 0.7199 0.4580 0.3738 0.5079
139
#11503
FEUP
User #308
Ensemble s1765 17-Jul-2023 -1 A2000 0.4390 0.7344 0.4610 0.3864 0.5143
140
#13062
donghua
User #524
AB2D-yolov8s-DGCST 09-Apr-2024 🔗 1 RTX-2080 SUPER 0.4388 0.7260 0.4562 0.3718 0.5095
141
#13063
donghua
User #524
AB2D-yolov8s-adown 09-Apr-2024 🔗 1 RTX-2080 SUPER 0.4388 0.7260 0.4562 0.3718 0.5095
142
#13091
donghua
User #521
rt-detr-fasternet 21-Apr-2024 🔗 1 RTX-2080 SUPER 0.4387 0.7412 0.4497 0.3713 0.5318
143
#11381
FEUP
User #308
Altitude - E8 1e-3 s0 23-Jun-2023 -1 A2000 0.4385 0.7428 0.4585 0.3839 0.5157
144
#13059
donghua
User #521
AB2D-yolov8s 08-Apr-2024 🔗 1 RTX-2080 SUPER 0.4380 0.7135 0.4497 0.3710 0.5074
145
#11515
FEUP
User #308
Angle - E8 5e-3 s0 19-Jul-2023 -1 A2000 0.4377 0.7415 0.4556 0.3884 0.5123
146
#12710
shanghai
User #432
yolov7+meta_alt 24-Jan-2024 🔗 1 3090 0.4375 0.7283 0.4588 0.3795 0.5048
147
#11501
FEUP
User #308
Ensemble s42 16-Jul-2023 -1 A2000 0.4362 0.7387 0.4522 0.3854 0.5144
148
#11442
FEUP
User #308
Both - E8 5e-3 5e-3 s0 06-Jul-2023 -1 A2000 0.4361 0.7318 0.4558 0.3815 0.5064
149
#12411
dong
User #323
AB28-D2 30-Nov-2023 🔗 1 1 0.4351 0.7093 0.4655 0.3683 0.5022
150
#11274
FEUP
User #308
Angle - E8 5e-3 s42 13-Jun-2023 -1 A2000 0.4351 0.7345 0.4534 0.3791 0.5045
151
#13019
donghua
User #521
rtdetr-lsknet 01-Apr-2024 🔗 103.1 RTX-2080 SUPER 0.4350 0.7424 0.4317 0.3733 0.5280
152
#11502
FEUP
User #308
Ensemble S821 16-Jul-2023 -1 A2000 0.4341 0.7353 0.4476 0.3816 0.5106
153
#11290
FEUP
User #308
Both - E8 5e-3 1e-3 s0 14-Jun-2023 -1 A2000 0.4337 0.7272 0.4502 0.3792 0.5048
154
#11516
FEUP
User #308
Angle - E4 5e-3 s0 19-Jul-2023 -1 A2000 0.4336 0.7239 0.4565 0.3827 0.5050
155
#12423
dong
User #444
B2 30-Nov-2023 🔗 11 1 0.4329 0.7149 0.4537 0.3680 0.4991
156
#11276
FEUP
User #308
Angle - E8 5e-3 s1765 13-Jun-2023 -1 A2000 0.4328 0.7183 0.4556 0.3818 0.5047
157
#13100
1
User #444
402s 25-Apr-2024 🔗 1 1 0.4325 0.7166 0.4435 0.3699 0.5042
158
#12656
HUST
User #472
Yolov8s-bifp2 10-Jan-2024 🔗 1 A100 0.4323 0.6924 0.4588 0.3695 0.4913
159
#11514
FEUP
User #308
Altitude - E8 1E-3 s1765 19-Jul-2023 -1 A2000 0.4323 0.7270 0.4600 0.3771 0.5025
160
#11518
FEUP
User #308
Angle - E4 1e-3 s0 22-Jul-2023 -1 A2000 0.4319 0.7272 0.4507 0.3792 0.5009
161
#11329
FEUP
User #308
Altitude - E4 1e-3 s0 17-Jun-2023 -1 A2000 0.4317 0.7347 0.4507 0.3789 0.5050
162
#13003
THu
User #515
SDS_1 28-Mar-2024 🔗 1 V100 0.4315 0.7293 0.4577 0.3560 0.5052
163
#12414
dong
User #323
AB28-D3 30-Nov-2023 🔗 1 1 0.4314 0.7178 0.4482 0.3696 0.5057
164
#13056
HPI
User #497
EfficientDet-Lite0 07-Apr-2024 🔗 -1 RTX3090 0.4314 0.7142 0.4587 0.3944 0.5820
165
#11331
FEUP
User #308
Altitude - E4 5e-3 s0 17-Jun-2023 -1 A2000 0.4309 0.7160 0.4617 0.3777 0.5023
166
#13060
donghua
User #524
AB2D-neckhalf-c2fdwr 08-Apr-2024 🔗 1 RTX-2080 SUPER 0.4308 0.7172 0.4450 0.3692 0.5053
167
#12634
HUST
User #472
Yolov8-p2s 09-Jan-2024 🔗 1 Nvidia 4090 0.4304 0.6974 0.4578 0.3703 0.4927
168
#11340
FEUP
User #308
Baseline - Evolved s0 19-Jun-2023 -1 A2000 0.4302 0.7186 0.4500 0.3826 0.5017
169
#13146
1
User #323
1 09-May-2024 🔗 1 1 0.4302 0.7074 0.4507 0.3636 0.4961
170
#11520
FEUP
User #308
Angle - E8 1e-2 s0 22-Jul-2023 -1 A2000 0.4302 0.7205 0.4545 0.3763 0.5007
171
#11499
FEUP
User #308
Altitude - E8 1e-3 s821 13-Jul-2023 -1 A2000 0.4296 0.7226 0.4475 0.3748 0.4988
172
#11521
FEUP
User #308
Angle - E8 1e-3 s0 25-Jul-2023 -1 A2000 0.4296 0.7183 0.4554 0.3776 0.5029
173
#11382
FEUP
User #308
Altitude - E8 5e-3 s0 23-Jun-2023 -1 A2000 0.4288 0.7175 0.4530 0.3745 0.4967
174
#12374
dong
User #323
8 16-Nov-2023 🔗 1 1 0.4286 0.6837 0.4591 0.3700 0.4875
175
#11504
FEUP
User #308
Both - E8 5e-3 5e-3 s42 17-Jul-2023 -1 A2000 0.4283 0.7224 0.4452 0.3763 0.5007
176
#11380
FEUP
User #308
Altitude - E8 1e-2 s0 23-Jun-2023 -1 A2000 0.4275 0.7224 0.4420 0.3761 0.4993
177
#11206
FEUP
User #308
Angle - E8 1e-3 s0 06-Jun-2023 -1 NVIDIA 3080 Ti 0.4274 0.7227 0.4431 0.3759 0.4993
178
#12707
HUST
User #472
yolo12n 21-Jan-2024 🔗 1 4090 0.4267 0.6937 0.4516 0.3698 0.4905
179
#11505
FEUP
User #308
Both - E8 5e-3 5e-3 s821 17-Jul-2023 -1 A2000 0.4257 0.7113 0.4477 0.3687 0.4938
180
#11341
FEUP
User #308
Baseline - Evolved s42 19-Jun-2023 -1 A2000 0.4255 0.7142 0.4429 0.3754 0.4961
181
#11355
FEUP
User #308
Baseline - Evolved s1765 20-Jun-2023 -1 A2000 0.4253 0.7125 0.4494 0.3752 0.4941
182
#11330
FEUP
User #308
Altitude - E4 1e-2 s0 17-Jun-2023 -1 A2000 0.4252 0.7195 0.4448 0.3763 0.4958
183
#11336
FEUP
User #308
Baseline - Default s1765 18-Jun-2023 -1 A2000 0.4250 0.7147 0.4406 0.3843 0.5155
184
#11450
FEUP
User #308
Both - E8 5e-3 5e-3 s1765 07-Jul-2023 -1 A2000 0.4249 0.7140 0.4503 0.3733 0.4944
185
#12673
HUST
User #472
Yolov8s-v4 11-Jan-2024 🔗 1 4090 0.4244 0.6897 0.4522 0.3727 0.4917
186
#11275
FEUP
User #308
Angle - E8 5e-3 s821 13-Jun-2023 -1 A2000 0.4241 0.7113 0.4408 0.3762 0.5001
187
#11448
FEUP
User #308
Both - E8 1e-3 1e-3 s0 07-Jul-2023 -1 A2000 0.4235 0.7131 0.4453 0.3717 0.4957
188
#11444
FEUP
User #308
Both - E8 1e-3 5e-3 s0 06-Jul-2023 -1 A2000 0.4233 0.7045 0.4464 0.3708 0.4944
189
#10729
Santa Clara University
User #241
Object Detection
MaCVi 23
21-Oct-2022 3 Nvidia Titan 0.4232 0.7052 0.4432 0.3573 0.4978
190
#12400
dong
User #323
5s 24-Nov-2023 🔗 1 1 0.4231 0.7338 0.4304 0.3649 0.4976
191
#11306
FEUP
User #308
Baseline - Default s0 16-Jun-2023 -1 A2000 0.4220 0.7225 0.4360 0.3866 0.5099
192
#11356
FEUP
User #308
Baseline - Evolved s821 20-Jun-2023 -1 A2000 0.4218 0.7081 0.4446 0.3708 0.4925
193
#11498
FEUP
User #308
Altitude - E8 1e-3 s42 13-Jul-2023 -1 A2000 0.4217 0.7174 0.4355 0.3726 0.4965
194
#11337
FEUP
User #308
Baseline - Default s821 18-Jun-2023 -1 A2000 0.4216 0.7307 0.4373 0.3832 0.5091
195
#12635
HUST
User #472
Yolov8n-v5 09-Jan-2024 🔗 1 Nvidia 4090 0.4208 0.6831 0.4395 0.3623 0.4806
196
#11443
FEUP
User #308
Both - E8 5e-4 5e-4 s0 06-Jul-2023 -1 A2000 0.4202 0.7150 0.4342 0.3697 0.4937
197
#10745
FIT BUT
User #274
pix2seq
MaCVi 23
21-Oct-2022 1 RTX3090 0.4194 0.7485 0.4056 0.3940 0.5379
198
#11308
feup
User #308
Baseline - Default s42 16-Jun-2023 -1 A2000 0.4192 0.7100 0.4282 0.3777 0.5008
199
#10491
UESTC
User #239
baseline
MaCVi 23
09-Oct-2022 -1 -1 0.4182 0.7231 0.4213 0.3636 0.4888
200
#12888
dong
User #323
8l 13-Mar-2024 🔗 1 1 0.4181 0.6655 0.4382 0.3606 0.4767
201
#10393
University Tübingen
User #179
Baseline
MaCVi 23
12-Sep-2022 66 RTX 3080 0.4181 0.7233 0.4215 0.3633 0.4891
202
#12981
SCUT
User #516
SOD 25-Mar-2024 🔗 30 RTX4090 0.4181 0.7231 0.4215 0.3634 0.4888
203
#10476
Santa Clara University
User #241
Object Detection
MaCVi 23
07-Oct-2022 3 Titan Xp 0.4179 0.7231 0.4216 0.3635 0.4887
204
#12887
dong
User #323
8m 13-Mar-2024 🔗 1 11 0.4179 0.6662 0.4391 0.3621 0.4767
205
#12625
HUST
User #472
Yolov8-v6 08-Jan-2024 🔗 1 Nvidia 4090 0.4162 0.6738 0.4430 0.3629 0.4811
206
#12699
shanghai
User #432
yolov8x 19-Jan-2024 🔗 1 3090 0.4158 0.7035 0.4295 0.3703 0.5020
207
#12609
HUST
User #472
Yolov8-v4 06-Jan-2024 🔗 1 Nvidia 4090 0.4150 0.6731 0.4415 0.3542 0.4764
208
#12704
shanghai
User #432
syn_yolov8 20-Jan-2024 🔗 1 3090 0.4143 0.6876 0.4372 0.3756 0.4973
209
#10660
Santa Clara University
User #241
Object Detection
MaCVi 23
16-Oct-2022 3 Nvidia Titan 0.4131 0.7168 0.4194 0.3620 0.4878
210
#12862
shmtu
User #511
v8m 10-Mar-2024 🔗 52 2080TI 0.4124 0.6419 0.4434 0.3625 0.4686
211
#13022
donghua
User #521
rtdetr-unireplknet 02-Apr-2024 🔗 101.0 RTX-2080 SUPER 0.4119 0.7067 0.4170 0.3567 0.5054
212
#12402
dong
User #323
7 27-Nov-2023 🔗 1 1 0.4112 0.7362 0.4103 0.3652 0.5030
213
#13153
hpi
User #497
ssd-lite 10-May-2024 🔗 32 RTX3090 0.4107 0.7340 0.4065 0.3522 0.4960
214
#10814
FIT BUT
User #274
pix2seq
MaCVi 23
24-Oct-2022 1 RTX3090 0.4095 0.7380 0.3900 0.3837 0.5266
215
#11519
FEUP
User #308
Angle - E4 1e-2 s0 22-Jul-2023 -1 A2000 0.4091 0.6937 0.4182 0.3610 0.4834
216
#12626
HUST
User #472
Yolov8-p2 08-Jan-2024 🔗 1 Nvidia 4090 0.4063 0.6582 0.4364 0.3589 0.4725
217
#10969
FEUP
User #325
baseline-8e-lossota 26-Apr-2023 1 3080 Ti 0.4043 0.7042 0.4149 0.3629 0.4819
218
#12906
dong
User #323
8s-b 14-Mar-2024 🔗 1 1 0.3990 0.6498 0.4219 0.3468 0.4595
219
#13108
1
User #323
48s 28-Apr-2024 🔗 1 1 0.3976 0.6599 0.4119 0.3460 0.4578
220
#12903
dong
User #323
8D 14-Mar-2024 🔗 1 1 0.3968 0.6538 0.4111 0.3476 0.4587
221
#13076
1
User #323
multihead-8s 12-Apr-2024 🔗 1 1 0.3962 0.6543 0.4091 0.3473 0.4606
222
#13148
1
User #323
1 10-May-2024 🔗 1 1 0.3956 0.6522 0.4070 0.3442 0.4554
223
#12379
dong
User #323
8 21-Nov-2023 🔗 1 1 0.3891 0.6465 0.4050 0.3364 0.4493
224
#12560
UP
User #471
Seae 29-Dec-2023 🔗 90 RTX 4060 0.3884 0.6731 0.3950 0.3319 0.4549
225
#10971
FEUP
User #325
baseline-8e-default 26-Apr-2023 1 3080 Ti 0.3881 0.6825 0.3920 0.3477 0.4606
226
#12806
shanghai
User #432
yolov9-altitude 04-Mar-2024 🔗 1 3090 0.3826 0.6019 0.4160 0.3391 0.4363
227
#12825
shanghai
User #432
yolov9 06-Mar-2024 🔗 1 3090 0.3812 0.5992 0.4183 0.3362 0.4325
228
#12696
HUST
User #472
yolov5s 19-Jan-2024 🔗 1 4090 0.3748 0.5923 0.4055 0.3329 0.4243
229
#11462
FEUP
User #308
NoMosaic Ensemble s0 09-Jul-2023 -1 A2000 0.3719 0.6335 0.3808 0.3277 0.4395
230
#12684
1
User #323
5 13-Jan-2024 🔗 1 1 0.3701 0.7110 0.3518 0.3268 0.4413
231
#11425
FEUP
User #308
NoMosaic Ensemble s1765 02-Jul-2023 -1 A2000 0.3687 0.6278 0.3748 0.3300 0.4356
232
#13173
donghua
User #528
sun 14-May-2024 🔗 46.2 4060 0.3680 0.6253 0.3683 0.3456 0.4684
233
#11463
FEUP
User #308
NoMosaic Ensemble s42 09-Jul-2023 -1 A2000 0.3677 0.6275 0.3765 0.3295 0.4420
234
#11396
FEUP
User #308
NoMosaic Ang 8 1e-3 s0 24-Jun-2023 -1 A2000 0.3671 0.6226 0.3773 0.3276 0.4318
235
#11483
FEUP
User #308
NoMosaic Ensemble s821 09-Jul-2023 -1 A2000 0.3656 0.6197 0.3742 0.3249 0.4320
236
#12853
shmtu
User #511
v8n 08-Mar-2024 🔗 60 2080TI 0.3650 0.5833 0.3893 0.3201 0.4148
237
#12514
shanghai
User #432
cal_detr_100 22-Dec-2023 🔗 1 3090 0.3650 0.6703 0.3662 0.3275 0.4513
238
#11438
FEUP
User #308
NoMosaic Both 1e-3 1e-3 05-Jul-2023 -1 A2000 0.3637 0.6199 0.3673 0.3228 0.4285
239
#12636
HUST
User #472
Yolov8s-baseline 09-Jan-2024 🔗 1 Nvidia 4090 0.3637 0.5734 0.3892 0.3221 0.4127
240
#11484
FEUP
User #308
NoMosaic Ang 28 5e-3 s0 09-Jul-2023 -1 A2000 0.3620 0.6097 0.3709 0.3238 0.4255
241
#12495
shanghai
User #432
cal_detr 17-Dec-2023 🔗 1 3090 0.3619 0.6716 0.3524 0.3336 0.4544
242
#11421
FEUP
User #308
NoMosaic Ang 8 1e-3 s1765 01-Jul-2023 -1 A2000 0.3605 0.6133 0.3692 0.3210 0.4221
243
#11418
FEUP
User #308
NoMosaic Ang 8 1e-3 s42 28-Jun-2023 -1 A2000 0.3600 0.6072 0.3708 0.3201 0.4254
244
#12502
shanghai
User #432
deformable_detr 19-Dec-2023 🔗 1 3090 0.3595 0.6586 0.3608 0.3249 0.4447
245
#11486
231
User #353
231 10-Jul-2023 123 312 0.3595 0.6149 0.3662 0.3160 0.4223
246
#11395
FEUP
User #308
NoMosaic Alt 8 5e-3 s0 24-Jun-2023 -1 A2000 0.3595 0.6149 0.3662 0.3160 0.4223
247
#11482
FEUP
User #308
NoMosaic Alt 8 1e-3 s0 09-Jul-2023 -1 A2000 0.3594 0.6149 0.3665 0.3159 0.4224
248
#11454
FEUP
User #308
NoMosaic Alt 28 1e-3 s0 08-Jul-2023 -1 A2000 0.3589 0.6002 0.3747 0.3210 0.4241
249
#11399
FEUP
User #308
NoMosaic Ang 28 1e-3 s0 25-Jun-2023 -1 A2000 0.3585 0.6133 0.3643 0.3147 0.4206
250
#11434
FEUP
User #308
NoMosaic Alt 8 5e-3 s42 03-Jul-2023 -1 A2000 0.3559 0.6088 0.3647 0.3200 0.4273
251
#11423
FEUP
User #308
NoMosaic Alt 8 5e-3 s821 02-Jul-2023 -1 A2000 0.3558 0.6094 0.3610 0.3152 0.4199
252
#11406
FEUP
User #308
Baseline NoMosaic - s42 26-Jun-2023 -1 A2000 0.3551 0.6034 0.3596 0.3179 0.4177
253
#11456
FEUP
User #308
NoMosaic Alt 28 5e-3 s0 08-Jul-2023 -1 A2000 0.3536 0.6088 0.3607 0.3157 0.4178
254
#11291
FEUP
User #308
NoMosaic Ang 8 5e-3 s0 14-Jun-2023 -1 A2000 0.3535 0.6065 0.3609 0.3207 0.4171
255
#12706
HUST
User #472
yolov5n 21-Jan-2024 🔗 1 4090 0.3526 0.5685 0.3793 0.3150 0.4023
256
#11461
FEUP
User #308
NoMosaic Both 5e-3 5e-3 09-Jul-2023 -1 A2000 0.3514 0.5905 0.3587 0.3126 0.4139
257
#11420
FEUP
User #308
NoMosaic Ang 8 1e-3 s821 01-Jul-2023 -1 A2000 0.3512 0.5922 0.3601 0.3144 0.4127
258
#11407
FEUP
User #308
Baseline - Default s821 26-Jun-2023 -1 A2000 0.3510 0.5907 0.3617 0.3129 0.4124
259
#11436
FEUP
User #308
NoMosaic Alt 8 5e-3 s1765 03-Jul-2023 -1 A2000 0.3508 0.5967 0.3587 0.3154 0.4146
260
#10813
FIT BUT
User #274
DETR
MaCVi 23
24-Oct-2022 1 RTX3090 0.3502 0.6763 0.3344 0.3205 0.4387
261
#12708
HUST
User #472
yolo 22-Jan-2024 🔗 1 4090 0.3493 0.5609 0.3762 0.3111 0.3995
262
#12698
shanghai
User #432
yolov8_lsk 19-Jan-2024 🔗 1 3090 0.3479 0.6232 0.3467 0.3243 0.4435
263
#13174
donghua
User #528
sun 14-May-2024 🔗 46.2 4060 0.3426 0.5611 0.3580 0.3293 0.4256
264
#11408
FEUP
User #308
Baseline - Default s1765 26-Jun-2023 -1 A2000 0.3421 0.5902 0.3423 0.3082 0.4052
265
#12588
dong
User #323
faster-rcnn 03-Jan-2024 🔗 3 1 0.3408 0.5779 0.3505 0.2932 0.3953
266
#11255
FEUP
User #308
Baseline NoMosaic - s0 13-Jun-2023 -1 A2000 0.3373 0.5752 0.3409 0.2949 0.3967
267
#10853
Granular AI
User #248
YOLOv7
MaCVi 23
25-Oct-2022 80 RTX 3090 0.3059 0.4771 0.3194 0.2831 0.4629
268
#10875
Granular AI
User #248
YOLOv7
MaCVi 23
25-Oct-2022 80 RTX 3090 0.3001 0.4725 0.3188 0.2476 0.4144
269
#12462
CIPUC
User #426
fr101 11-Dec-2023 🔗 4.3 RTX 4090 0.2921 0.5806 0.2676 0.2727 0.3765
270
#12682
1
User #323
ssd 12-Jan-2024 🔗 1 1 0.2707 0.5747 0.2289 0.2802 0.3870
271
#10504
University Tuebingen
User #120
F-RCNN ResNet18 Baseline 09-Oct-2022 29 GTX 1080 Ti 0.2434 0.5217 0.2040 0.2358 0.3215
272
#11492

User #299
yolo 10-Jul-2023 30 RTX3080Ti 0.2434 0.5217 0.2040 0.2358 0.3215
273
#11510

User #299
yolo 19-Jul-2023 30 RTX3080Ti 0.2434 0.5217 0.2040 0.2358 0.3215
274
#11168
AAAA
User #268
AAAA 05-Jun-2023 1 A100 0.2434 0.5217 0.2040 0.2358 0.3215
275
#12027
Alibaba Cloud
User #414
Vis 24-Oct-2023 🔗 10 Tesla V100 0.2434 0.5217 0.2040 0.2358 0.3215
276
#12504
sdf
User #120
dsfgd 20-Dec-2023 🔗 435 sdf 0.2434 0.5217 0.2040 0.2358 0.3215
277
#10849
Granular AI
User #248
YOLOv7
MaCVi 23
24-Oct-2022 80 RTX 3070 0.2379 0.4048 0.2395 0.1616 0.3009
278
#12678
1
User #444
yolov3 11-Jan-2024 🔗 1 1 0.2161 0.5523 0.1318 0.2361 0.3506
279
#10774
Santa Clara University
User #241
Object Detection
MaCVi 23
22-Oct-2022 3 Nvidia Titan 0.1917 0.3451 0.1870 0.1321 0.2423
280
#10970
FEUP
User #325
baseline-8e-focalloss 26-Apr-2023 1 3080 Ti 0.1593 0.3034 0.1500 0.1350 0.2212
281
#10520
Granular AI
User #235
YOLO
MaCVi 23
09-Oct-2022 10 RTX 3090 0.1256 0.2753 0.0981 0.1764 0.3008
282
#10658
Santa Clara University
User #241
Object Detection
MaCVi 23
15-Oct-2022 3 Nvidia Titan 0.0959 0.1729 0.0990 0.0922 0.1455
283
#10599
Santa Clara University
User #241
Object Detection
MaCVi 23
13-Oct-2022 3 Titan Xp 0.0943 0.1718 0.0954 0.0870 0.1363
284
#10526
KLE Tech Hubli
User #230
Object Detection
MaCVi 23
10-Oct-2022 30 Tesla P100 0.0529 0.1103 0.0442 0.0923 0.3642
285
#10883

User #235
Y7
MaCVi 23
25-Oct-2022 100 RTX 3070 0.0449 0.1074 0.0291 0.0073 0.0884
286
#11511

User #299
yolo 19-Jul-2023 30 RTX3080Ti 0.0001 0.0003 0.0001 0.0024 0.0080
287
#12031
Alibaba Cloud
User #414
Vis 24-Oct-2023 🔗 10 Tesla V100 0.0000 0.0000 0.0000 0.0000 0.0001
288
#10761
Santa Clara University
User #241
Object Detection
MaCVi 23
22-Oct-2022 3 Nvidia Titan 0.0000 0.0000 0.0000 0.0000 0.0000