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Rank Institution Model name FPS Hardware Q μ Pr Re F1 mIoU
1 GIST AI Lab WaterFormer 1.7 RTX 4090 82.2 80.7 82.0 85.3 83.6 98.3
2 WaterScenes WaterScenes 30 4090 79.8 80.6 82.9 79.8 81.3 98.1
3 WaterScenes WaterScenes 30 4090 78.0 80.6 78.5 80.7 79.6 98.0
4 GIST AI Lab WaterFormer 1.7 RTX 4090 83.2 80.5 81.6 88.0 84.7 98.3
5 GIST AI Lab WaterFormer 1.7 RTX 4090 84.0 80.4 81.8 89.6 85.5 98.2
6 HSU Mask2Former 1 V100 71.6 80.3 72.3 73.6 72.9 98.1
7 Individual Hk9084 2.9 Nvidia A100 77.1 80.1 79.3 78.1 78.7 97.9
8 Individual Hk9084 2.4 Nvidia A100 76.9 80.0 76.9 80.4 78.6 97.9
9 Individual Hk9084 2.4 Nvidia A100 76.9 80.0 76.4 81.0 78.6 97.9
10 University of Cagliari Mask2formerv1 6 rtx 2080 75.3 80.0 76.6 77.2 76.9 97.9
11 GIST AI Lab WaterFormer 2.1 RTX 4090 78.8 79.9 78.4 82.3 80.3 98.1
12 Individual Hk9084 1.0 Nvidia A100 75.2 79.9 74.4 80.9 77.5 97.1
13 University of Cagliari Snarciv3 3.1 Nvidia RTX 3060 78.1 79.7 76.9 83.0 79.9 97.8
14 Individual Hk9084 2.5 Nvidia A100 79.0 79.7 77.6 84.2 80.8 97.8
15 HKUST Transformer SwinL final 5 3090 77.8 79.6 78.5 82.0 80.2 97.1
16 Individual Hk9084 2.9 Nvidia A100 75.9 79.6 75.6 79.6 77.5 97.9
17 HKUST Transformer 5 3090 77.0 79.6 76.6 82.3 79.4 97.0
18 HKUST Transformer 5 3090 73.3 79.5 74.5 75.1 74.8 97.9
19 HKUST Transformer 5 3090 77.0 79.4 76.9 81.9 79.3 97.0
20 HKUST Transformer 5 3090 75.8 79.3 73.9 81.8 77.6 97.7
21 Wisdom NFormer 4 4090 75.0 79.2 73.1 80.6 76.7 97.9
22 Individual Hk9084 2.5 Nvidia A100 71.7 79.0 72.8 77.6 75.1 95.4
23 University of Ljubljana PSAM 0.6 2080 Ti 75.3 79.0 74.3 81.6 77.8 96.8
24 GIST AI Lab WaterFormer 3.2 RTX 4090 76.6 78.9 74.9 82.3 78.4 97.6
25 ncku x 54 5070ti 75.1 78.9 75.6 79.4 77.5 97.0
26 hhh Knet 20 1080 ti 71.0 78.9 67.9 79.4 73.2 97.0
27 University of Ljubljana KNet (Swin-T) 4.2 V100 71.3 78.8 67.6 80.4 73.4 97.2
28 Individual Hk9084 4.6 Nvidia A100 70.8 78.8 67.3 79.9 73.0 97.0
29 KIOST Mask2Former 9.1 RTX 5090 68.7 78.8 67.3 75.6 71.2 96.5
30 Wisdom NFormer 2 4090 70.7 78.8 68.3 77.1 72.4 97.7
31 Unica Snarciv2 3.1 Nvidia RTX 3060 72.6 78.7 71.8 77.7 74.6 97.3
32 1 vt -1 A 69.8 78.7 67.7 77.0 72.0 96.9
33 Shanghai University knet_512_512 4.7 A6000 70.2 78.7 68.6 77.9 73.0 96.3
34 University of Ljubljana SegFormer (MiT-B2) 5.6 V100 67.8 78.6 63.8 77.5 70.0 96.8
35 HSU Mask2Former 1 V100 73.8 78.5 76.9 73.8 75.3 98.0
36 hhh Segformer 20 1080 ti 67.3 78.5 63.3 76.5 69.3 97.0
37 DLMU Mask2former 5.9 NVIDIA GeForce RTX 3090 75.7 78.4 79.7 75.1 77.3 97.8
38 Shanghai University segformer-b2 1 A6000 67.3 78.2 64.1 76.4 69.8 96.4
39 Shanghai University segformer-mit-b2 4.5 A6000 67.3 78.2 64.1 76.4 69.8 96.4
40 KIOST Mask2Former 10.3 RTX 5090 59.9 78.1 53.9 74.9 62.7 95.5
41 BUPT Mask2former 2 RTX 4090 72.3 78.0 73.6 74.2 73.9 97.9
42 DLMU CPA-baseline 15.6 NVIDIA GeForce RTX 2080Ti 70.9 77.9 75.0 70.1 72.5 97.9
43 BUPT Mask2former 3 RTX 4090 71.3 77.9 69.6 76.8 73.0 97.7
44 University of Ljubljana DeepLabv3+ (RN-101) 3.3 V100 61.0 77.8 57.8 71.7 64.0 95.4
45 BUPT Mask2former 2.7 RTX 4090 74.1 77.8 73.5 78.1 75.7 97.8
46 BUPT Mask2former 3 RTX 4090 74.7 77.8 74.6 78.3 76.4 97.8
47 DLMU CPA 15.6 NVIDIA GeForce RTX 2080Ti 71.8 77.7 75.7 71.2 73.4 97.9
48 BUPT Mask2former 2.7 RTX 4090 75.1 77.7 78.7 74.9 76.8 97.8
49 KIOST Mask2Former 10.0 RTX 5090 68.1 77.6 68.7 72.6 70.6 96.5
50 University of Ljubljana PointRend (RN-101) 8.7 V100 62.1 77.5 60.6 71.1 65.4 94.9
51 University of Ljubljana DeepLabv3 (RN-101) 2.4 V100 62.9 77.5 61.1 72.0 66.1 95.2
52 University of Ljubljana FCN (RN-101) 3.4 V100 60.2 77.4 59.0 68.5 63.4 95.0
53 DLMU mask2former-vit-s-last 5.9 NVIDIA GeForce RTX 3090 72.4 77.4 76.6 71.7 74.0 97.8
54 DLMU mask2former-vit-s 5.9 NVIDIA GeForce RTX 3090 72.8 77.4 77.0 72.0 74.4 97.8
55 University of Cagliari Snarci 3.1 Nvidia RTX 3060 66.5 77.4 64.0 75.1 69.1 96.2
56 HSU Mask2Former 1 V100 73.5 77.4 72.1 78.4 75.1 97.9
57 University of Ljubljana TMANet (RN-50) 0.8 V100 57.5 77.1 52.5 73.4 61.2 94.1
58 NWPU transformer_baseline 10 4090 69.6 77.0 76.9 66.3 71.2 97.8
59 University of Ljubljana FCN (RN-50) 5.2 V100 53.6 76.8 50.1 68.7 57.9 92.6
60 HSU Mask2Former 2 V100 72.2 76.7 71.8 75.8 73.7 97.9
61 HSU SegFormer 2 V100 59.0 76.6 53.7 71.2 61.3 96.3
62 DLMU Segformer-B3-FY 15.6 RTX 3090 67.7 76.5 68.9 70.1 69.5 97.4
63 University of Ljubljana STDC2 56.5 V100 60.8 76.5 64.3 64.3 64.3 94.5
64 norlab mmsegmentation dlv3 test -1 RTX A6000 50.1 76.5 43.6 68.6 53.3 94.1
65 BUPT Mask2former 3 RTX 4090 65.5 76.4 61.5 75.6 67.8 96.6
66 1 vs -1 A100 70.6 76.3 73.8 71.0 72.4 97.5
67 Shanghai University deeplabv3plus_r101 4.1 A6000 53.7 76.1 50.4 64.3 56.5 95.0
68 Shanghai University deeplabv3_r101 3.9 A6000 56.7 76.0 57.0 64.5 60.5 93.6
69 hhh Senet 20 1080 ti 48.8 75.8 44.7 66.1 53.3 91.5
70 MARE BitCOS-J-R01 24 RTX 4090 (24GB) 65.5 75.8 73.4 61.9 67.2 97.5
71 ncku x 54 5070ti 81.5 75.8 86.5 81.9 84.1 96.9
72 ncku nate x 54 5070ti 82.8 75.8 86.1 84.9 85.5 96.9
73 hhh Nonlocal 20 1080 ti 53.6 75.8 49.9 68.4 57.7 92.8
74 Shanghai University stdc2 2 A6000 59.8 75.8 61.7 64.4 63.0 94.8
75 DLMU stos 5.9 NVIDIA GeForce RTX 2080Ti 64.2 75.8 68.1 63.7 65.8 97.5
76 DLMU stos-last 5.9 NVIDIA GeForce RTX 2080Ti 64.8 75.7 68.1 64.9 66.5 97.5
77 University of Ljubljana UNet (S5) 5.2 V100 13.9 75.7 8.6 70.6 15.4 90.1
78 hhh Deeplabv3 20 1080 ti 55.0 75.7 55.9 62.8 59.2 93.0
79 DLMU STOS 9 NVIDIA GeForce RTX 2080Ti 66.0 75.7 71.2 64.5 67.7 97.5
80 HKUST Test upload 30 3090 57.8 75.6 58.5 65.3 61.7 93.6
81 University of Ljubljana STDC1 72.9 V100 57.8 75.6 58.6 65.3 61.8 93.6
82 hhh CCnet 20 1080 ti 50.4 75.5 46.6 64.8 54.2 93.0
83 hhh Deeplabv3+ 20 1080 ti 49.8 75.5 44.5 65.8 53.1 93.8
84 DLMU STOS-best 9 NVIDIA GeForce RTX 2080Ti 65.5 75.5 70.2 64.4 67.2 97.5
85 DLMU stos-519-last 5.9 NVIDIA GeForce RTX 2080Ti 64.8 75.5 66.6 66.4 66.5 97.4
86 Shanghai University stdc1_512x1024 44.7 A6000 57.3 75.5 58.4 62.9 60.6 94.6
87 MARE BitCOS-J-E03 24 RTX 4090 (24GB) 65.2 75.5 67.2 66.6 66.9 97.5
88 hhh FCN_R50 20 1080 ti 51.4 75.3 49.8 63.7 55.9 92.0
89 DLMU stos-519-best 5.9 NVIDIA GeForce RTX 2080Ti 64.7 75.3 66.8 66.0 66.4 97.4
90 3 FSSENet 4 5 48.6 75.2 43.7 64.5 52.1 93.3
91 MARE BitCOS-J-E01 24 RTX 4090 (24GB) 66.5 75.2 67.6 68.7 68.1 97.5
92 DLMU stos-521-last 5.9 NVIDIA GeForce RTX 2080Ti 63.3 75.2 62.8 67.5 65.1 97.3
93 MARE BitCOS 24 RTX 4090 (24GB) 65.0 75.2 68.2 65.2 66.6 97.5
94 MARE BitCOS-J-M02 24 RTX 4090 (24GB) 64.1 75.1 67.4 64.3 65.8 97.4
95 norlab mmsegmentation unet test -1 RTX A6000 14.7 75.1 9.5 66.6 16.6 88.5
96 MARE BitCOS-J-T05 24 RTX 4090 (24GB) 65.5 75.1 68.1 66.4 67.3 97.3
97 TEST test_512 0 2080ti 63.3 75.0 69.6 61.2 65.1 97.1
98 DLMU stos-521-best 5.9 NVIDIA GeForce RTX 2080Ti 63.1 75.0 63.0 66.6 64.8 97.4
99 hhh DANet 20 1080 ti 50.9 74.8 46.4 67.8 55.1 92.4
100 MARE BitCOS-J-M2-exp 24 RTX 4090 (24GB) 65.5 74.8 67.1 67.3 67.2 97.5
101 MARE BitCOS 24 RTX 4090 (24GB) 65.8 74.8 73.0 62.9 67.6 97.4
102 BUPT Mask2former 2.7 RTX 4090 76.3 74.7 78.9 77.3 78.1 97.7
103 Shanghai University pointrend_r101_512x1024 7.6 A6000 52.0 74.7 50.2 65.2 56.7 91.7
104 MARE BitCOS-J-T0 24 RTX 4090 (24GB) 64.5 74.7 65.3 67.1 66.2 97.5
105 MARE BitCOS-J-E02 24 RTX 4090 (24GB) 64.9 74.7 64.2 69.1 66.6 97.5
106 MARE BitCOS-J-T2 24 RTX 4090 (24GB) 65.2 74.7 66.6 67.3 66.9 97.4
107 XJTU pidnet-l-spatial 62 4070Ti 50.7 74.7 47.0 62.8 53.7 94.3
108 DLMU deeplabv3++R50 5.9 NVIDIA GeForce RTX 2080Ti 59.4 74.6 61.3 62.7 62.0 95.7
109 FEE, CTU in Prague PixOOD_1000K 0.8 NVIDIA A100 73.9 74.6 70.7 81.6 75.8 97.5
110 FEE, CTU in Prague PixelGROOD 0.9 NVIDIA A100 73.9 74.6 70.7 81.6 75.8 97.5
111 FEE, CTU in Prague PixOOD ft 0.8 A100 76.9 74.5 75.3 83.2 79.0 97.3
112 Z R-FPPM 9 NVIDIA GeForce RTX 2080Ti 60.8 74.5 68.3 59.2 63.4 95.8
113 DLMU Segformer-B1-120 9 NVIDIA GeForce RTX 2080Ti 61.6 74.5 59.4 68.0 63.4 97.1
114 MARE BitCOS 24 RTX 4090 (24GB) 65.8 74.5 65.4 69.8 67.5 97.5
115 FEE, CTU in Prague PixOOD ft uni 0.8 A100 77.4 74.4 76.0 82.7 79.2 97.7
116 TEST seg_test_512 0 2080ti 60.4 74.4 63.3 60.9 62.1 97.3
117 DLMU LODANet+baseline 5.9 NVIDIA GeForce RTX 2080Ti 59.3 74.3 59.6 64.7 62.0 95.6
118 TEST test_512 0 2080ti 60.5 74.3 65.9 59.7 62.7 96.5
119 TEST test_new 0 2080ti 60.5 74.3 65.9 59.7 62.7 96.5
120 DLMU segformer-B1 5.9 NVIDIA GeForce RTX 3090 61.8 74.1 60.5 66.9 63.5 97.2
121 DLMU pspnet-r50 5.9 NVIDIA GeForce RTX 2080Ti 58.0 74.1 66.6 55.9 60.8 95.5
122 hhh Unet 20 1080 ti 16.0 74.1 10.8 64.1 18.5 86.6
123 DLMU LODANet+ATT 5.9 NVIDIA GeForce RTX 2080Ti 58.5 74.0 60.8 61.2 61.0 95.9
124 HSU Mask2Former 1 V100 65.8 74.0 60.9 75.5 67.4 97.6
125 pidnet-s 100 4070Ti 49.1 74.0 45.2 61.8 52.2 94.1
126 DLMU deeplabv3+ 9 NVIDIA GeForce RTX 2080Ti 58.0 74.0 61.9 59.7 60.7 95.5
127 Shanghai University AGPNet_2 73.6 A6000 54.8 74.0 54.3 60.1 57.1 96.0
128 Shanghai University AGPNet 83.7 A6000 53.6 73.9 54.2 58.2 56.1 95.5
129 University of Ljubljana BiSeNetv2 51.1 V100 51.2 73.9 48.2 63.2 54.7 93.5
130 DLMU R-B 9 NVIDIA GeForce RTX 2080Ti 59.1 73.9 63.2 60.9 62.1 95.1
131 FEE, CTU in Prague PixelGROOD_500K_P05 0.8 NVIDIA A100 73.5 73.8 69.5 82.3 75.4 97.5
132 Z R-D-F-C211 9 NVIDIA GeForce RTX 2080Ti 62.3 73.8 68.0 62.4 65.1 95.7
133 Individual Hk9084 5.4 Nvidia A100 48.0 73.7 42.1 68.6 52.2 91.9
134 3 WaSR 4 5 62.3 73.7 64.9 63.7 64.3 96.9
135 MARE BitCOS-J-T04 24 RTX 4090 (24GB) 61.1 73.6 60.0 66.0 62.9 97.1
136 Z R-D-C11 9 NVIDIA GeForce RTX 2080Ti 60.8 73.5 65.5 61.7 63.6 95.6
137 MARE BitCOS 24 RTX 4090 (24GB) 61.9 73.5 60.8 66.8 63.7 97.2
138 DLMU deeplabv3-r50 5.9 NVIDIA GeForce RTX 2080Ti 59.5 73.5 64.8 59.9 62.2 95.6
139 DLMU baseline-r18 5.9 NVIDIA GeForce RTX 2080Ti 57.9 73.4 62.8 59.2 60.9 95.0
140 DLMU fpn_r183x3 5.9 NVIDIA GeForce RTX 2080Ti 56.7 73.4 62.0 57.5 59.7 95.1
141 Z R-AFFM 9 NVIDIA GeForce RTX 2080Ti 61.1 73.3 67.2 61.0 64.0 95.6
142 University of Ljubljana BiSeNetv1 (RN-50) 10.1 V100 39.4 73.3 31.6 66.3 42.8 92.2
143 Z R-F-C 9 NVIDIA GeForce RTX 2080Ti 59.9 73.3 65.8 59.7 62.6 95.6
144 MARE BitCOS 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
145 MARE BitCOS-J-M03 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
146 MARE BitCOS 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
147 Z R-D-F-11 9 NVIDIA GeForce RTX 2080Ti 60.2 73.2 66.2 60.4 63.2 95.2
148 Shanghai University AGPNet 83.7 A6000 52.1 73.2 53.3 55.6 54.4 95.7
149 HUST STDC2Seg100-mmcv 50 3090 46.0 73.1 42.7 57.4 49.0 93.9
150 Z R-D 9 NVIDIA GeForce RTX 2080Ti 51.8 73.1 50.8 59.2 54.6 94.8
151 WHUT WODIS 89.7 4090D 55.8 73.1 55.2 63.6 59.1 94.5
152 DLMU fpnr18_lastepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.8 73.1 58.9 58.5 58.7 95.1
153 MARE BitCOS-J-T1 24 RTX 4090 (24GB) 63.4 73.0 62.9 67.7 65.2 97.3
154 DLMU 256-last 5.9 NVIDIA GeForce RTX 2080Ti 55.4 72.9 60.1 56.6 58.3 95.0
155 Couger AI Seg 15 CPU 50.1 72.9 48.7 58.6 53.2 94.2
156 HUST STDC1Seg100-mmcv 50 3090 44.0 72.9 39.7 58.8 47.4 93.0
157 DLMU RWOS+AFFM 5.9 NVIDIA GeForce RTX 2080Ti 55.9 72.9 62.3 55.7 58.8 95.1
158 DLMU 512-last 5.9 NVIDIA GeForce RTX 2080Ti 55.4 72.9 59.7 57.1 58.4 94.9
159 DLMU SEM FPN 5.9 NVIDIA GeForce RTX 2080Ti 57.9 72.9 62.5 59.3 60.9 95.2
160 DLMU 512-best 5.9 NVIDIA GeForce RTX 2080Ti 56.1 72.8 62.8 55.6 59.0 95.1
161 TEST 25-35 0 2080ti 54.8 72.8 57.9 56.3 57.1 96.0
162 Z R-C 9 NVIDIA GeForce RTX 2080Ti 58.3 72.7 63.2 59.1 61.1 95.4
163 MARE BitCOS 24 RTX 4090 (24GB) 61.5 72.7 60.7 66.2 63.3 97.1
164 MARE BitCOS-J-M05 24 RTX 4090 (24GB) 60.4 72.7 59.0 65.7 62.1 97.3
165 HSU Mask2Former 1 V100 59.6 72.7 59.3 63.1 61.1 97.4
166 DLMU 256-sppf-best 5.9 NVIDIA GeForce RTX 2080Ti 56.1 72.6 61.0 57.1 58.9 95.2
167 Z R-F-C21 9 NVIDIA GeForce RTX 2080Ti 59.9 72.6 63.0 62.4 62.7 95.6
168 DLMU 127-lastepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.8 72.6 59.4 58.3 58.8 94.9
169 DLMU RWOS9-last 5.9 NVIDIA GeForce RTX 2080Ti 57.8 72.6 62.6 59.1 60.8 95.2
170 TEST 25-new-25 30 2080ti 54.2 72.6 57.7 54.5 56.1 96.7
171 DLMU 256-best 5.9 NVIDIA GeForce RTX 2080Ti 55.6 72.5 62.8 55.0 58.6 94.8
172 DLMU 256+sppf+28k 5.9 NVIDIA GeForce RTX 2080Ti 56.4 72.5 60.2 58.6 59.4 95.0
173 DLMU fpn_bestepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.5 72.5 58.5 58.1 58.3 95.2
174 TEST 25-new-25 0 2080ti 54.3 72.5 57.8 54.6 56.2 96.7
175 DLMU point-rend 5.9 NVIDIA GeForce RTX 3090 57.6 72.4 59.4 62.0 60.7 94.9
176 DLMU 256-sppf+attention-last 5.9 NVIDIA GeForce RTX 2080Ti 58.1 72.3 61.6 61.0 61.3 94.8
177 DLMU DDRNet-last 5.9 NVIDIA GeForce RTX 2080Ti 52.0 72.3 50.9 60.1 55.1 94.4
178 DLMU 256-sppf+attention 5.9 NVIDIA GeForce RTX 2080Ti 58.3 72.3 63.4 59.4 61.3 95.0
179 University of Ljubljana Segmenter (ViT-B) 2.6 V100 52.6 72.2 51.6 59.5 55.2 95.1
180 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 54.3 72.1 63.1 51.1 56.5 96.1
181 TEST 25-26 0 2080ti 53.9 72.1 59.0 53.9 56.3 95.7
182 DLMU WaSRT-last 9 NVIDIA GeForce RTX 2080Ti 61.9 72.1 65.4 62.5 63.9 96.8
183 DLMU WaSRT 9 NVIDIA GeForce RTX 2080Ti 59.5 72.0 62.4 60.8 61.6 96.7
184 DLMU RWOS9 5.9 NVIDIA GeForce RTX 2080Ti 58.0 72.0 61.9 59.6 60.7 95.5
185 DLMU RWOS+SPPF+24 5.9 NVIDIA GeForce RTX 2080Ti 56.5 72.0 61.2 57.5 59.3 95.1
186 Shanghai University segmenter 3 A6000 50.3 71.8 50.0 57.2 53.4 94.3
187 XJTU pidnet-spatial 98 4070Ti 49.4 71.8 47.3 58.9 52.5 94.2
188 Shanghai University bisenet 83.7 A6000 47.9 71.6 47.9 56.5 51.8 92.4
189 WUT Marine School MariS2Net 43.3 Nvidia RTX 2080 Ti 64.4 71.6 70.1 62.8 66.3 97.2
190 3 wodis 4 5 53.7 71.6 61.1 52.4 56.4 95.2
191 DT Deep Square Newlight 12 A100 54.0 71.6 53.7 60.6 56.9 94.8
192 FEE, CTU in Prague pg 0.7 Nvidia RTX 2080 Ti 66.9 71.5 71.1 66.5 68.7 97.4
193 hhh Segmenter 20 1080 ti 49.4 71.5 48.6 57.0 52.4 94.2
194 Couger AI Seg 15 CPU 48.1 71.4 47.1 57.0 51.6 93.1
195 DLMU CCNet 9 NVIDIA GeForce RTX 2080Ti 55.3 71.4 59.2 58.0 58.6 94.3
196 DLMU res50-RWOS 5.9 NVIDIA GeForce RTX 2080Ti 51.9 71.4 56.3 53.5 54.9 94.5
197 TEST 25-16 0 2080ti 51.6 71.3 54.9 53.1 53.9 95.7
198 DLMU overall 5.9 NVIDIA GeForce RTX 2080Ti 52.5 71.3 55.8 54.5 55.2 95.2
199 DLMU stdc_bestepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.0 71.3 60.4 55.5 57.8 95.2
200 University of Ljubljana WaSR-T (RN-101) 11.1 V100 60.1 71.1 59.7 64.7 62.1 96.7
201 NWPU PWPNet 21 Nvidia xavier NX 55.3 71.0 56.9 60.4 58.6 94.4
202 1 vb -1 A 53.2 71.0 54.0 59.5 56.6 94.0
203 1 tv -1 A 53.2 71.0 54.0 59.5 56.6 94.0
204 University of Ljubljana WaSR (RN-101) 16.5 V100 59.5 71.0 59.9 63.4 61.6 96.6
205 DLMU deeplabv3++r101 5.9 NVIDIA GeForce RTX 2080Ti 52.7 70.9 56.7 55.5 56.1 94.0
206 DLMU DDRNet23 9 NVIDIA GeForce RTX 2080Ti 51.8 70.8 49.0 62.2 54.8 94.5
207 Shanghai University bisenetv1_r50_1024x1024 9.2 A6000 37.8 70.8 33.5 55.3 41.7 90.8
208 DLMU stdc_2stage 5.9 NVIDIA GeForce RTX 2080Ti 51.1 70.8 51.8 55.5 53.6 95.5
209 DLMU baseline-mbv3l 5.9 NVIDIA GeForce RTX 2080Ti 52.0 70.7 59.0 51.0 54.7 95.0
210 HKUST TransCues 73 3090 47.6 70.6 45.4 54.4 49.5 96.2
211 HUST EWasr Full Resolution 50 3090 53.9 70.6 53.1 59.7 56.2 95.8
212 DLMU STDC1 5.9 NVIDIA GeForce RTX 2080Ti 54.4 70.6 63.0 52.5 57.3 95.0
213 Z R-F 9 NVIDIA GeForce RTX 2080Ti 55.0 70.5 61.2 55.6 58.3 94.3
214 Z RD-MITB1 9 NVIDIA GeForce RTX 2080Ti 47.3 70.3 48.9 51.1 50.0 94.6
215 HUST EWasr Test 50 3090 53.0 70.3 53.2 58.0 55.5 95.4
216 DLMU ch+spp 5.9 NVIDIA GeForce RTX 2080Ti 43.8 70.0 40.6 53.6 46.2 94.7
217 3 ewasr_test-2 4 5 52.1 69.7 51.8 58.2 54.8 95.0
218 HUST BiseNetV1-test 50 3090 42.9 69.5 41.1 57.2 47.8 89.7
219 DLMU stdc2 5.9 NVIDIA GeForce RTX 2080Ti 47.4 69.5 48.0 51.1 49.5 95.8
220 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 52.5 69.5 60.8 50.6 55.3 95.0
221 Z RB-MSCAN-S 9 NVIDIA GeForce RTX 2080Ti 47.1 69.4 47.3 52.7 49.8 94.6
222 HUST BiseNetV2-mmcv-2 50 3090 45.8 69.2 53.3 44.9 48.7 93.9
223 TEST sota25-06 0 0 46.8 69.2 49.9 49.1 49.5 94.5
224 DLMU bisenetv2 5.9 NVIDIA GeForce RTX 2080Ti 44.8 69.1 53.8 43.0 47.8 93.9
225 HUST BiseNetV2-test 50 3090 29.2 68.6 23.7 57.0 33.5 87.2
226 DLMU baseline-mbv3s 5.9 NVIDIA GeForce RTX 2080Ti 49.0 68.5 52.7 51.2 52.0 94.3
227 DLR-MI OneFormer Test 1 Quadro P6000 52.0 68.3 47.4 62.7 54.0 96.2
228 hhh Bisenetv1 20 1080 ti 30.8 68.2 25.9 50.2 34.2 90.3
229 DLMU ICnet 5.9 NVIDIA GeForce RTX 2080Ti 42.3 68.2 40.9 49.7 44.9 94.3
230 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 48.6 68.0 58.3 46.4 51.7 94.1
231 EAIC-UIT eWaSR 4.1 1660 56.5 67.8 55.5 62.7 58.9 96.0
232 DLMU fastscnn 5.9 NVIDIA GeForce RTX 2080Ti 42.3 67.5 42.9 47.5 45.1 93.8
233 3 PIDNet 4 5 42.0 66.6 48.0 42.8 45.2 92.9
234 HKUST TransCues 73 3090 34.3 66.4 29.7 49.3 37.1 92.4
235 DLMU bisenetv2 5.9 NVIDIA GeForce RTX 2080Ti 41.6 66.2 44.2 44.7 44.4 93.6
236 Z RB-MSCAN-T 9 NVIDIA GeForce RTX 2080Ti 42.2 66.1 40.5 50.8 45.1 93.6
237 Z RB-MITB0 9 NVIDIA GeForce RTX 2080Ti 40.7 66.1 39.8 48.9 43.9 92.6
238 4 TBiSeg2 5 6 27.3 65.8 22.6 50.2 31.1 87.8
239 eWaSR 3.1 1660 56.5 65.5 55.9 61.7 58.7 96.3
240 DLMU ICnet 5.9 NVIDIA GeForce RTX 2080Ti 42.3 65.4 42.2 48.2 45.0 93.9
241 KLE TECH unet 8.4 Nvidia RTX 3050 44.8 64.9 45.5 48.4 46.9 95.4
242 KLE Tech unet 8.4 Nvidia RTX 3050 44.8 64.9 45.5 48.4 46.9 95.4
243 University of Ljubljana CSANet (RN-101) 2.1 V100 49.1 63.7 47.2 58.2 52.1 94.2
244 University of Ljubljana WODIS (RN-101) 35.4 V100 40.7 63.0 38.8 61.1 47.5 85.7
245 University of Ljubljana IntCatchAI 6.7 V100 20.5 62.4 40.6 50.2 44.9 45.6
246 Luxonis int8_int16 -1 NA 41.8 62.0 37.5 59.7 46.1 90.7
247 DLMU WODIS 5.9 NVIDIA GeForce RTX 2080Ti 39.2 61.9 36.1 54.8 43.5 90.0
248 DLMU WODIS 5.9 NVIDIA GeForce RTX 2080Ti 39.2 61.7 36.1 55.5 43.8 89.6
249 DLR-MI ATME 5 Quadro P6000 33.5 61.3 33.4 39.3 36.1 92.7
250 Luxonis int8_int16_enh_fix -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
251 Luxonis int8_int16_enh -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
252 Luxonis int8_int16_enh_fix_depth2 -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
253 eWaSRv2 6.7 1660 52.0 61.0 54.5 53.5 54.0 96.3
254 eWaSRv2-T 6.7 1660 52.4 60.9 54.6 54.2 54.4 96.3
255 eWaSR 7.8 1660 52.9 60.9 54.6 55.3 54.9 96.4
256 EAIC-UIT eWaSR 3.6 1660 54.7 60.9 55.4 58.3 56.8 96.4
257 eWaSR 6.1 1660 52.2 60.7 55.1 53.7 54.4 96.1
258 WHUT yolov8 18.3 4090D 37.0 60.5 36.5 45.2 40.4 91.5
259 WaSR 3.7 1660 47.3 60.5 47.1 52.6 49.7 95.2
260 eWaSR 6.2 1660 47.6 60.4 47.7 52.2 49.9 95.5
261 MARE BitCOS 24 RTX 4090 (24GB) 39.3 60.3 31.3 66.2 42.6 92.3
262 eWaSR 6.8 1660 49.7 60.2 49.2 54.7 51.8 95.9
263 New eWaSR 8.5 1660 45.0 60.1 42.8 53.3 47.5 94.9
264 eWaSR 5 1660 44.2 60.0 41.7 52.3 46.4 95.2
265 HUST STDC1-seg50-test 50 3090 32.6 59.5 37.6 33.8 35.6 91.5
266 eWaSR 6.2 1660 46.4 59.5 44.7 53.4 48.7 95.2
267 MARE BitCOS 61 RTX 4090 (24GB) 39.0 59.4 30.7 67.3 42.2 92.5
268 MARE BitCOS 60 RTX 4090 (24GB) 39.0 59.4 30.7 67.3 42.2 92.5
269 DLR-MI ATME test 5 Quadro P6000 38.5 59.4 39.3 45.0 41.9 91.8
270 eWaSR 8.7 1660 45.1 58.9 44.6 50.7 47.4 95.1
271 eeWaSR 3.6 1660 42.4 58.9 40.1 50.1 44.5 95.1
272 eWaSR 7.5 1660 44.4 58.8 42.7 50.7 46.4 95.7
273 eWaSR-MTBB 3.6 1660 43.5 58.7 42.5 50.2 46.0 94.7
274 MARE WaSR 29 RTX 4090 (24GB) 33.5 58.3 27.3 72.7 39.7 84.4
275 MARE BitCOS 24 RTX 4090 (24GB) 38.5 58.2 32.8 66.0 43.8 88.0
276 MARE BitCOS 44 RTX 4090 (24GB) 38.5 58.2 32.8 66.0 43.8 88.0
277 / Resubmission - 14242 20 / 41.0 57.6 40.2 61.5 48.6 84.3
278 HUST BiseNetV2-mmcv 50 3090 36.6 56.7 34.0 53.9 41.7 87.8
279 WHUT yolov8 18.3 4090 30.2 56.0 34.0 38.4 36.0 83.7
280 EVSB 6.5 1660 41.7 55.8 38.6 57.8 46.3 90.0
281 Luxonis test_validation -1 NA 27.2 55.6 43.0 27.6 33.7 80.7
282 eWaSR 5.1 1660 33.2 55.1 28.8 53.1 37.4 88.9
283 2 collision_free 3 4 25.7 53.0 42.2 37.4 39.6 64.8
284 HKUST Transformer 5 3090 4.6 49.1 78.1 95.3 85.8 5.4
285 TEST sota25-06-yuanchicun 30 2080ti 2.8 38.3 90.0 4.5 8.5 32.7
286 Wuhan Univ. of Tech. InlandNavQA-Visual 0.4 RTX 3090 24GB 7.6 18.6 10.2 29.2 15.1 50.1
287 MARE DeeplabV3+ 41 RTX 4090 (24GB) 10.3 17.1 24.5 23.4 23.9 43.0
288 Individual Hk9084 2.9 Nvidia A100 0.0 0.0 0.0 0.0 0.0 0.0
289 Couger AI Seg 15 CPU 0.0 0.0 0.0 0.0 0.0 0.0