Rank Institution Model name FPS Hardware Q μ Pr Re F1 mIoU
1 GIST AI Lab WaterFormer 1.7 RTX 4090 84.0 80.4 81.8 89.6 85.5 98.2
2 GIST AI Lab WaterFormer 1.7 RTX 4090 83.2 80.5 81.6 88.0 84.7 98.3
3 ncku nate x 54 5070ti 82.8 75.8 86.1 84.9 85.5 96.9
4 GIST AI Lab WaterFormer 1.7 RTX 4090 82.2 80.7 82.0 85.3 83.6 98.3
5 ncku x 54 5070ti 81.5 75.8 86.5 81.9 84.1 96.9
6 WaterScenes WaterScenes 30 4090 79.8 80.6 82.9 79.8 81.3 98.1
7 Individual Hk9084 2.5 Nvidia A100 79.0 79.7 77.6 84.2 80.8 97.8
8 GIST AI Lab WaterFormer 2.1 RTX 4090 78.8 79.9 78.4 82.3 80.3 98.1
9 University of Cagliari Snarciv3 3.1 Nvidia RTX 3060 78.1 79.7 76.9 83.0 79.9 97.8
10 WaterScenes WaterScenes 30 4090 78.0 80.6 78.5 80.7 79.6 98.0
11 HKUST Transformer SwinL final 5 3090 77.8 79.6 78.5 82.0 80.2 97.1
12 FEE, CTU in Prague PixOOD ft uni 0.8 A100 77.4 74.4 76.0 82.7 79.2 97.7
13 Individual Hk9084 2.9 Nvidia A100 77.1 80.1 79.3 78.1 78.7 97.9
14 HKUST Transformer 5 3090 77.0 79.6 76.6 82.3 79.4 97.0
15 HKUST Transformer 5 3090 77.0 79.4 76.9 81.9 79.3 97.0
16 Individual Hk9084 2.4 Nvidia A100 76.9 80.0 76.4 81.0 78.6 97.9
17 Individual Hk9084 2.4 Nvidia A100 76.9 80.0 76.9 80.4 78.6 97.9
18 FEE, CTU in Prague PixOOD ft 0.8 A100 76.9 74.5 75.3 83.2 79.0 97.3
19 GIST AI Lab WaterFormer 3.2 RTX 4090 76.6 78.9 74.9 82.3 78.4 97.6
20 BUPT Mask2former 2.7 RTX 4090 76.3 74.7 78.9 77.3 78.1 97.7
21 Individual Hk9084 2.9 Nvidia A100 75.9 79.6 75.6 79.6 77.5 97.9
22 HKUST Transformer 5 3090 75.8 79.3 73.9 81.8 77.6 97.7
23 DLMU Mask2former 5.9 NVIDIA GeForce RTX 3090 75.7 78.4 79.7 75.1 77.3 97.8
24 University of Ljubljana PSAM 0.6 2080 Ti 75.3 79.0 74.3 81.6 77.8 96.8
25 University of Cagliari Mask2formerv1 6 rtx 2080 75.3 80.0 76.6 77.2 76.9 97.9
26 Individual Hk9084 1.0 Nvidia A100 75.2 79.9 74.4 80.9 77.5 97.1
27 ncku x 54 5070ti 75.1 78.9 75.6 79.4 77.5 97.0
28 BUPT Mask2former 2.7 RTX 4090 75.1 77.7 78.7 74.9 76.8 97.8
29 Wisdom NFormer 4 4090 75.0 79.2 73.1 80.6 76.7 97.9
30 BUPT Mask2former 3 RTX 4090 74.7 77.8 74.6 78.3 76.4 97.8
31 BUPT Mask2former 2.7 RTX 4090 74.1 77.8 73.5 78.1 75.7 97.8
32 FEE, CTU in Prague PixOOD_1000K 0.8 NVIDIA A100 73.9 74.6 70.7 81.6 75.8 97.5
33 FEE, CTU in Prague PixelGROOD 0.9 NVIDIA A100 73.9 74.6 70.7 81.6 75.8 97.5
34 HSU Mask2Former 1 V100 73.8 78.5 76.9 73.8 75.3 98.0
35 HSU Mask2Former 1 V100 73.5 77.4 72.1 78.4 75.1 97.9
36 FEE, CTU in Prague PixelGROOD_500K_P05 0.8 NVIDIA A100 73.5 73.8 69.5 82.3 75.4 97.5
37 HKUST Transformer 5 3090 73.3 79.5 74.5 75.1 74.8 97.9
38 DLMU mask2former-vit-s 5.9 NVIDIA GeForce RTX 3090 72.8 77.4 77.0 72.0 74.4 97.8
39 Unica Snarciv2 3.1 Nvidia RTX 3060 72.6 78.7 71.8 77.7 74.6 97.3
40 DLMU mask2former-vit-s-last 5.9 NVIDIA GeForce RTX 3090 72.4 77.4 76.6 71.7 74.0 97.8
41 BUPT Mask2former 2 RTX 4090 72.3 78.0 73.6 74.2 73.9 97.9
42 HSU Mask2Former 2 V100 72.2 76.7 71.8 75.8 73.7 97.9
43 DLMU CPA 15.6 NVIDIA GeForce RTX 2080Ti 71.8 77.7 75.7 71.2 73.4 97.9
44 Individual Hk9084 2.5 Nvidia A100 71.7 79.0 72.8 77.6 75.1 95.4
45 HSU Mask2Former 1 V100 71.6 80.3 72.3 73.6 72.9 98.1
46 University of Ljubljana KNet (Swin-T) 4.2 V100 71.3 78.8 67.6 80.4 73.4 97.2
47 BUPT Mask2former 3 RTX 4090 71.3 77.9 69.6 76.8 73.0 97.7
48 hhh Knet 20 1080 ti 71.0 78.9 67.9 79.4 73.2 97.0
49 DLMU CPA-baseline 15.6 NVIDIA GeForce RTX 2080Ti 70.9 77.9 75.0 70.1 72.5 97.9
50 Individual Hk9084 4.6 Nvidia A100 70.8 78.8 67.3 79.9 73.0 97.0
51 Wisdom NFormer 2 4090 70.7 78.8 68.3 77.1 72.4 97.7
52 1 vs -1 A100 70.6 76.3 73.8 71.0 72.4 97.5
53 Hainan University VM-UNet-TTA 1.6 NVIDIA RTX4090 (2 GPUs) 70.5 77.4 72.8 71.7 72.2 97.6
54 Shanghai University knet_512_512 4.7 A6000 70.2 78.7 68.6 77.9 73.0 96.3
55 1 vt -1 A 69.8 78.7 67.7 77.0 72.0 96.9
56 NWPU transformer_baseline 10 4090 69.6 77.0 76.9 66.3 71.2 97.8
57 Hainan University SPMR-MiT-B2-TTA 1.0 NVIDIA GeForce RTX 4090 69.6 77.5 72.2 71.9 72.1 96.6
58 KIOST Mask2Former 9.1 RTX 5090 68.7 78.8 67.3 75.6 71.2 96.5
59 KIOST Mask2Former 10.0 RTX 5090 68.1 77.6 68.7 72.6 70.6 96.5
60 University of Ljubljana SegFormer (MiT-B2) 5.6 V100 67.8 78.6 63.8 77.5 70.0 96.8
61 DLMU Segformer-B3-FY 15.6 RTX 3090 67.7 76.5 68.9 70.1 69.5 97.4
62 Shanghai University segformer-b2 1 A6000 67.3 78.2 64.1 76.4 69.8 96.4
63 Shanghai University segformer-mit-b2 4.5 A6000 67.3 78.2 64.1 76.4 69.8 96.4
64 hhh Segformer 20 1080 ti 67.3 78.5 63.3 76.5 69.3 97.0
65 FEE, CTU in Prague pg 0.7 Nvidia RTX 2080 Ti 66.9 71.5 71.1 66.5 68.7 97.4
66 University of Cagliari Snarci 3.1 Nvidia RTX 3060 66.5 77.4 64.0 75.1 69.1 96.2
67 MARE BitCOS-J-E01 24 RTX 4090 (24GB) 66.5 75.2 67.6 68.7 68.1 97.5
68 DLMU STOS 9 NVIDIA GeForce RTX 2080Ti 66.0 75.7 71.2 64.5 67.7 97.5
69 MARE BitCOS 24 RTX 4090 (24GB) 65.8 74.8 73.0 62.9 67.6 97.4
70 HSU Mask2Former 1 V100 65.8 74.0 60.9 75.5 67.4 97.6
71 MARE BitCOS 24 RTX 4090 (24GB) 65.8 74.5 65.4 69.8 67.5 97.5
72 MARE BitCOS-J-M2-exp 24 RTX 4090 (24GB) 65.5 74.8 67.1 67.3 67.2 97.5
73 MARE BitCOS-J-R01 24 RTX 4090 (24GB) 65.5 75.8 73.4 61.9 67.2 97.5
74 BUPT Mask2former 3 RTX 4090 65.5 76.4 61.5 75.6 67.8 96.6
75 DLMU STOS-best 9 NVIDIA GeForce RTX 2080Ti 65.5 75.5 70.2 64.4 67.2 97.5
76 MARE BitCOS-J-T05 24 RTX 4090 (24GB) 65.5 75.1 68.1 66.4 67.3 97.3
77 MARE BitCOS-J-T2 24 RTX 4090 (24GB) 65.2 74.7 66.6 67.3 66.9 97.4
78 MARE BitCOS-J-E03 24 RTX 4090 (24GB) 65.2 75.5 67.2 66.6 66.9 97.5
79 Independent Researcher S4_full_seed42_e80 126.8 RTX 5060 Ti 16GB 65.0 74.1 62.0 73.3 67.2 96.8
80 MARE BitCOS 24 RTX 4090 (24GB) 65.0 75.2 68.2 65.2 66.6 97.5
81 MARE BitCOS-J-E02 24 RTX 4090 (24GB) 64.9 74.7 64.2 69.1 66.6 97.5
82 DLMU stos-last 5.9 NVIDIA GeForce RTX 2080Ti 64.8 75.7 68.1 64.9 66.5 97.5
83 DLMU stos-519-last 5.9 NVIDIA GeForce RTX 2080Ti 64.8 75.5 66.6 66.4 66.5 97.4
84 DLMU stos-519-best 5.9 NVIDIA GeForce RTX 2080Ti 64.7 75.3 66.8 66.0 66.4 97.4
85 MARE BitCOS-J-T0 24 RTX 4090 (24GB) 64.5 74.7 65.3 67.1 66.2 97.5
86 WUT Marine School MariS2Net 43.3 Nvidia RTX 2080 Ti 64.4 71.6 70.1 62.8 66.3 97.2
87 DLMU stos 5.9 NVIDIA GeForce RTX 2080Ti 64.2 75.8 68.1 63.7 65.8 97.5
88 MARE BitCOS-J-M02 24 RTX 4090 (24GB) 64.1 75.1 67.4 64.3 65.8 97.4
89 MARE BitCOS 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
90 MARE BitCOS 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
91 MARE BitCOS-J-M03 24 RTX 4090 (24GB) 63.8 73.2 64.4 66.5 65.5 97.4
92 MARE BitCOS-J-T1 24 RTX 4090 (24GB) 63.4 73.0 62.9 67.7 65.2 97.3
93 DLMU stos-521-last 5.9 NVIDIA GeForce RTX 2080Ti 63.3 75.2 62.8 67.5 65.1 97.3
94 TEST test_512 0 2080ti 63.3 75.0 69.6 61.2 65.1 97.1
95 DLMU stos-521-best 5.9 NVIDIA GeForce RTX 2080Ti 63.1 75.0 63.0 66.6 64.8 97.4
96 Hainan University SPMR-R18-B60-TTA-14M 2.2 NVIDIA RTX4090 (1 GPU) 63.0 75.9 65.8 66.1 66.0 95.5
97 University of Ljubljana DeepLabv3 (RN-101) 2.4 V100 62.9 77.5 61.1 72.0 66.1 95.2
98 Hainan University SPMR-R18-B60F45-TTA-ENS 1.0 NVIDIA RTX4090 (1 GPU) 62.9 75.2 66.0 65.6 65.8 95.5
99 3 WaSR 4 5 62.3 73.7 64.9 63.7 64.3 96.9
100 Z R-D-F-C211 9 NVIDIA GeForce RTX 2080Ti 62.3 73.8 68.0 62.4 65.1 95.7
101 University of Ljubljana PointRend (RN-101) 8.7 V100 62.1 77.5 60.6 71.1 65.4 94.9
102 Independent Researcher A0_full_seed42_e80 122.3 RTX 5060 Ti 16GB 62.0 74.0 62.1 65.9 64.0 97.0
103 MARE BitCOS 24 RTX 4090 (24GB) 61.9 73.5 60.8 66.8 63.7 97.2
104 DLMU WaSRT-last 9 NVIDIA GeForce RTX 2080Ti 61.9 72.1 65.4 62.5 63.9 96.8
105 DLMU segformer-B1 5.9 NVIDIA GeForce RTX 3090 61.8 74.1 60.5 66.9 63.5 97.2
106 DLMU Segformer-B1-120 9 NVIDIA GeForce RTX 2080Ti 61.6 74.5 59.4 68.0 63.4 97.1
107 MARE BitCOS 24 RTX 4090 (24GB) 61.5 72.7 60.7 66.2 63.3 97.1
108 HainanUniversity SPMR-R18-TTA 6.5 RTX 4090 61.3 73.7 64.6 64.5 64.6 95.0
109 Z R-AFFM 9 NVIDIA GeForce RTX 2080Ti 61.1 73.3 67.2 61.0 64.0 95.6
110 MARE BitCOS-J-T04 24 RTX 4090 (24GB) 61.1 73.6 60.0 66.0 62.9 97.1
111 University of Ljubljana DeepLabv3+ (RN-101) 3.3 V100 61.0 77.8 57.8 71.7 64.0 95.4
112 HainanUniversity DC-Swin-Tiny-TTA 1.9 RTX 4090 60.9 74.7 61.3 65.5 63.3 96.1
113 Z R-D-C11 9 NVIDIA GeForce RTX 2080Ti 60.8 73.5 65.5 61.7 63.6 95.6
114 Z R-FPPM 9 NVIDIA GeForce RTX 2080Ti 60.8 74.5 68.3 59.2 63.4 95.8
115 University of Ljubljana STDC2 56.5 V100 60.8 76.5 64.3 64.3 64.3 94.5
116 TEST test_new 0 2080ti 60.5 74.3 65.9 59.7 62.7 96.5
117 TEST test_512 0 2080ti 60.5 74.3 65.9 59.7 62.7 96.5
118 MARE BitCOS-J-M05 24 RTX 4090 (24GB) 60.4 72.7 59.0 65.7 62.1 97.3
119 TEST seg_test_512 0 2080ti 60.4 74.4 63.3 60.9 62.1 97.3
120 University of Ljubljana FCN (RN-101) 3.4 V100 60.2 77.4 59.0 68.5 63.4 95.0
121 Z R-D-F-11 9 NVIDIA GeForce RTX 2080Ti 60.2 73.2 66.2 60.4 63.2 95.2
122 University of Ljubljana WaSR-T (RN-101) 11.1 V100 60.1 71.1 59.7 64.7 62.1 96.7
123 Hainan University UNetFormer-R18-TTA 2.6 NVIDIA GeForce RTX 4090 60.0 74.5 60.3 65.3 62.7 95.6
124 Z R-F-C21 9 NVIDIA GeForce RTX 2080Ti 59.9 72.6 63.0 62.4 62.7 95.6
125 Z R-F-C 9 NVIDIA GeForce RTX 2080Ti 59.9 73.3 65.8 59.7 62.6 95.6
126 KIOST Mask2Former 10.3 RTX 5090 59.9 78.1 53.9 74.9 62.7 95.5
127 Hainan University UMFormer-R18-TTA 1.5 NVIDIA GeForce RTX 4090 59.8 74.8 63.7 60.6 62.1 96.3
128 Shanghai University stdc2 2 A6000 59.8 75.8 61.7 64.4 63.0 94.8
129 HSU Mask2Former 1 V100 59.6 72.7 59.3 63.1 61.1 97.4
130 University of Ljubljana WaSR (RN-101) 16.5 V100 59.5 71.0 59.9 63.4 61.6 96.6
131 DLMU WaSRT 9 NVIDIA GeForce RTX 2080Ti 59.5 72.0 62.4 60.8 61.6 96.7
132 DLMU deeplabv3-r50 5.9 NVIDIA GeForce RTX 2080Ti 59.5 73.5 64.8 59.9 62.2 95.6
133 DLMU deeplabv3++R50 5.9 NVIDIA GeForce RTX 2080Ti 59.4 74.6 61.3 62.7 62.0 95.7
134 DLMU LODANet+baseline 5.9 NVIDIA GeForce RTX 2080Ti 59.3 74.3 59.6 64.7 62.0 95.6
135 DLMU R-B 9 NVIDIA GeForce RTX 2080Ti 59.1 73.9 63.2 60.9 62.1 95.1
136 HSU SegFormer 2 V100 59.0 76.6 53.7 71.2 61.3 96.3
137 Hainan University SPMR-MiT-B2-RAW 1.0 NVIDIA GeForce RTX 4090 58.9 72.2 59.8 64.0 61.9 95.1
138 Hainan University SPMR-UNet-R18-RAW 53.4 NVIDIA GeForce RTX 4090 58.9 72.2 59.8 64.0 61.9 95.1
139 DLMU LODANet+ATT 5.9 NVIDIA GeForce RTX 2080Ti 58.5 74.0 60.8 61.2 61.0 95.9
140 Z R-C 9 NVIDIA GeForce RTX 2080Ti 58.3 72.7 63.2 59.1 61.1 95.4
141 DLMU 256-sppf+attention 5.9 NVIDIA GeForce RTX 2080Ti 58.3 72.3 63.4 59.4 61.3 95.0
142 HainanUniversity DeepLabV3Plus-R50-TTA 1.7 RTX 4090 58.2 74.6 61.0 62.2 61.6 94.4
143 DLMU 256-sppf+attention-last 5.9 NVIDIA GeForce RTX 2080Ti 58.1 72.3 61.6 61.0 61.3 94.8
144 DLMU deeplabv3+ 9 NVIDIA GeForce RTX 2080Ti 58.0 74.0 61.9 59.7 60.7 95.5
145 DLMU pspnet-r50 5.9 NVIDIA GeForce RTX 2080Ti 58.0 74.1 66.6 55.9 60.8 95.5
146 DLMU RWOS9 5.9 NVIDIA GeForce RTX 2080Ti 58.0 72.0 61.9 59.6 60.7 95.5
147 DLMU SEM FPN 5.9 NVIDIA GeForce RTX 2080Ti 57.9 72.9 62.5 59.3 60.9 95.2
148 DLMU baseline-r18 5.9 NVIDIA GeForce RTX 2080Ti 57.9 73.4 62.8 59.2 60.9 95.0
149 DLMU RWOS9-last 5.9 NVIDIA GeForce RTX 2080Ti 57.8 72.6 62.6 59.1 60.8 95.2
150 University of Ljubljana STDC1 72.9 V100 57.8 75.6 58.6 65.3 61.8 93.6
151 HKUST Test upload 30 3090 57.8 75.6 58.5 65.3 61.7 93.6
152 DLMU point-rend 5.9 NVIDIA GeForce RTX 3090 57.6 72.4 59.4 62.0 60.7 94.9
153 University of Ljubljana TMANet (RN-50) 0.8 V100 57.5 77.1 52.5 73.4 61.2 94.1
154 Hainan University SFA-Net-TTA 2.4 NVIDIA GeForce RTX 4090 57.4 74.8 58.6 61.7 60.1 95.5
155 Shanghai University stdc1_512x1024 44.7 A6000 57.3 75.5 58.4 62.9 60.6 94.6
156 DLMU fpn_r183x3 5.9 NVIDIA GeForce RTX 2080Ti 56.7 73.4 62.0 57.5 59.7 95.1
157 Shanghai University deeplabv3_r101 3.9 A6000 56.7 76.0 57.0 64.5 60.5 93.6
158 EAIC-UIT eWaSR 4.1 1660 56.5 67.8 55.5 62.7 58.9 96.0
159 eWaSR 3.1 1660 56.5 65.5 55.9 61.7 58.7 96.3
160 DLMU RWOS+SPPF+24 5.9 NVIDIA GeForce RTX 2080Ti 56.5 72.0 61.2 57.5 59.3 95.1
161 DLMU 256+sppf+28k 5.9 NVIDIA GeForce RTX 2080Ti 56.4 72.5 60.2 58.6 59.4 95.0
162 DLMU 256-sppf-best 5.9 NVIDIA GeForce RTX 2080Ti 56.1 72.6 61.0 57.1 58.9 95.2
163 DLMU 512-best 5.9 NVIDIA GeForce RTX 2080Ti 56.1 72.8 62.8 55.6 59.0 95.1
164 DLMU RWOS+AFFM 5.9 NVIDIA GeForce RTX 2080Ti 55.9 72.9 62.3 55.7 58.8 95.1
165 WHUT WODIS 89.7 4090D 55.8 73.1 55.2 63.6 59.1 94.5
166 DLMU 127-lastepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.8 72.6 59.4 58.3 58.8 94.9
167 DLMU fpnr18_lastepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.8 73.1 58.9 58.5 58.7 95.1
168 DLMU 256-best 5.9 NVIDIA GeForce RTX 2080Ti 55.6 72.5 62.8 55.0 58.6 94.8
169 DLMU fpn_bestepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.5 72.5 58.5 58.1 58.3 95.2
170 DLMU 256-last 5.9 NVIDIA GeForce RTX 2080Ti 55.4 72.9 60.1 56.6 58.3 95.0
171 DLMU 512-last 5.9 NVIDIA GeForce RTX 2080Ti 55.4 72.9 59.7 57.1 58.4 94.9
172 NWPU PWPNet 21 Nvidia xavier NX 55.3 71.0 56.9 60.4 58.6 94.4
173 DLMU CCNet 9 NVIDIA GeForce RTX 2080Ti 55.3 71.4 59.2 58.0 58.6 94.3
174 hhh Deeplabv3 20 1080 ti 55.0 75.7 55.9 62.8 59.2 93.0
175 DLMU stdc_bestepoch 5.9 NVIDIA GeForce RTX 2080Ti 55.0 71.3 60.4 55.5 57.8 95.2
176 Z R-F 9 NVIDIA GeForce RTX 2080Ti 55.0 70.5 61.2 55.6 58.3 94.3
177 TEST 25-35 0 2080ti 54.8 72.8 57.9 56.3 57.1 96.0
178 Shanghai University AGPNet_2 73.6 A6000 54.8 74.0 54.3 60.1 57.1 96.0
179 EAIC-UIT eWaSR 3.6 1660 54.7 60.9 55.4 58.3 56.8 96.4
180 DLMU STDC1 5.9 NVIDIA GeForce RTX 2080Ti 54.4 70.6 63.0 52.5 57.3 95.0
181 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 54.3 72.1 63.1 51.1 56.5 96.1
182 TEST 25-new-25 0 2080ti 54.3 72.5 57.8 54.6 56.2 96.7
183 TEST 25-new-25 30 2080ti 54.2 72.6 57.7 54.5 56.1 96.7
184 DT Deep Square Newlight 12 A100 54.0 71.6 53.7 60.6 56.9 94.8
185 TEST 25-26 0 2080ti 53.9 72.1 59.0 53.9 56.3 95.7
186 HUST EWasr Full Resolution 50 3090 53.9 70.6 53.1 59.7 56.2 95.8
187 3 wodis 4 5 53.7 71.6 61.1 52.4 56.4 95.2
188 Shanghai University deeplabv3plus_r101 4.1 A6000 53.7 76.1 50.4 64.3 56.5 95.0
189 University of Ljubljana FCN (RN-50) 5.2 V100 53.6 76.8 50.1 68.7 57.9 92.6
190 Shanghai University AGPNet 83.7 A6000 53.6 73.9 54.2 58.2 56.1 95.5
191 hhh Nonlocal 20 1080 ti 53.6 75.8 49.9 68.4 57.7 92.8
192 1 tv -1 A 53.2 71.0 54.0 59.5 56.6 94.0
193 1 vb -1 A 53.2 71.0 54.0 59.5 56.6 94.0
194 HUST EWasr Test 50 3090 53.0 70.3 53.2 58.0 55.5 95.4
195 eWaSR 7.8 1660 52.9 60.9 54.6 55.3 54.9 96.4
196 DLMU deeplabv3++r101 5.9 NVIDIA GeForce RTX 2080Ti 52.7 70.9 56.7 55.5 56.1 94.0
197 University of Ljubljana Segmenter (ViT-B) 2.6 V100 52.6 72.2 51.6 59.5 55.2 95.1
198 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 52.5 69.5 60.8 50.6 55.3 95.0
199 DLMU overall 5.9 NVIDIA GeForce RTX 2080Ti 52.5 71.3 55.8 54.5 55.2 95.2
200 eWaSRv2-T 6.7 1660 52.4 60.9 54.6 54.2 54.4 96.3
201 eWaSR 6.1 1660 52.2 60.7 55.1 53.7 54.4 96.1
202 Shanghai University AGPNet 83.7 A6000 52.1 73.2 53.3 55.6 54.4 95.7
203 3 ewasr_test-2 4 5 52.1 69.7 51.8 58.2 54.8 95.0
204 Shanghai University pointrend_r101_512x1024 7.6 A6000 52.0 74.7 50.2 65.2 56.7 91.7
205 eWaSRv2 6.7 1660 52.0 61.0 54.5 53.5 54.0 96.3
206 DLMU baseline-mbv3l 5.9 NVIDIA GeForce RTX 2080Ti 52.0 70.7 59.0 51.0 54.7 95.0
207 DLMU DDRNet-last 5.9 NVIDIA GeForce RTX 2080Ti 52.0 72.3 50.9 60.1 55.1 94.4
208 DLR-MI OneFormer Test 1 Quadro P6000 52.0 68.3 47.4 62.7 54.0 96.2
209 DLMU res50-RWOS 5.9 NVIDIA GeForce RTX 2080Ti 51.9 71.4 56.3 53.5 54.9 94.5
210 Z R-D 9 NVIDIA GeForce RTX 2080Ti 51.8 73.1 50.8 59.2 54.6 94.8
211 DLMU DDRNet23 9 NVIDIA GeForce RTX 2080Ti 51.8 70.8 49.0 62.2 54.8 94.5
212 TEST 25-16 0 2080ti 51.6 71.3 54.9 53.1 53.9 95.7
213 hhh FCN_R50 20 1080 ti 51.4 75.3 49.8 63.7 55.9 92.0
214 University of Ljubljana BiSeNetv2 51.1 V100 51.2 73.9 48.2 63.2 54.7 93.5
215 DLMU stdc_2stage 5.9 NVIDIA GeForce RTX 2080Ti 51.1 70.8 51.8 55.5 53.6 95.5
216 hhh DANet 20 1080 ti 50.9 74.8 46.4 67.8 55.1 92.4
217 XJTU pidnet-l-spatial 62 4070Ti 50.7 74.7 47.0 62.8 53.7 94.3
218 hhh CCnet 20 1080 ti 50.4 75.5 46.6 64.8 54.2 93.0
219 Shanghai University segmenter 3 A6000 50.3 71.8 50.0 57.2 53.4 94.3
220 norlab mmsegmentation dlv3 test -1 RTX A6000 50.1 76.5 43.6 68.6 53.3 94.1
221 Couger AI Seg 15 CPU 50.1 72.9 48.7 58.6 53.2 94.2
222 hhh Deeplabv3+ 20 1080 ti 49.8 75.5 44.5 65.8 53.1 93.8
223 eWaSR 6.8 1660 49.7 60.2 49.2 54.7 51.8 95.9
224 XJTU pidnet-spatial 98 4070Ti 49.4 71.8 47.3 58.9 52.5 94.2
225 hhh Segmenter 20 1080 ti 49.4 71.5 48.6 57.0 52.4 94.2
226 University of Ljubljana CSANet (RN-101) 2.1 V100 49.1 63.7 47.2 58.2 52.1 94.2
227 pidnet-s 100 4070Ti 49.1 74.0 45.2 61.8 52.2 94.1
228 DLMU baseline-mbv3s 5.9 NVIDIA GeForce RTX 2080Ti 49.0 68.5 52.7 51.2 52.0 94.3
229 hhh Senet 20 1080 ti 48.8 75.8 44.7 66.1 53.3 91.5
230 DLMU STDC2 9 NVIDIA GeForce RTX 2080Ti 48.6 68.0 58.3 46.4 51.7 94.1
231 3 FSSENet 4 5 48.6 75.2 43.7 64.5 52.1 93.3
232 Couger AI Seg 15 CPU 48.1 71.4 47.1 57.0 51.6 93.1
233 Individual Hk9084 5.4 Nvidia A100 48.0 73.7 42.1 68.6 52.2 91.9
234 Shanghai University bisenet 83.7 A6000 47.9 71.6 47.9 56.5 51.8 92.4
235 eWaSR 6.2 1660 47.6 60.4 47.7 52.2 49.9 95.5
236 HKUST TransCues 73 3090 47.6 70.6 45.4 54.4 49.5 96.2
237 DLMU stdc2 5.9 NVIDIA GeForce RTX 2080Ti 47.4 69.5 48.0 51.1 49.5 95.8
238 WaSR 3.7 1660 47.3 60.5 47.1 52.6 49.7 95.2
239 Z RD-MITB1 9 NVIDIA GeForce RTX 2080Ti 47.3 70.3 48.9 51.1 50.0 94.6
240 Z RB-MSCAN-S 9 NVIDIA GeForce RTX 2080Ti 47.1 69.4 47.3 52.7 49.8 94.6
241 TEST sota25-06 0 0 46.8 69.2 49.9 49.1 49.5 94.5
242 eWaSR 6.2 1660 46.4 59.5 44.7 53.4 48.7 95.2
243 HUST STDC2Seg100-mmcv 50 3090 46.0 73.1 42.7 57.4 49.0 93.9
244 HUST BiseNetV2-mmcv-2 50 3090 45.8 69.2 53.3 44.9 48.7 93.9
245 eWaSR 8.7 1660 45.1 58.9 44.6 50.7 47.4 95.1
246 New eWaSR 8.5 1660 45.0 60.1 42.8 53.3 47.5 94.9
247 DLMU bisenetv2 5.9 NVIDIA GeForce RTX 2080Ti 44.8 69.1 53.8 43.0 47.8 93.9
248 KLE Tech unet 8.4 Nvidia RTX 3050 44.8 64.9 45.5 48.4 46.9 95.4
249 KLE TECH unet 8.4 Nvidia RTX 3050 44.8 64.9 45.5 48.4 46.9 95.4
250 eWaSR 7.5 1660 44.4 58.8 42.7 50.7 46.4 95.7
251 Florida State University eWaSR 19.7 NVIDIA 44.3 64.9 43.9 50.1 46.8 94.8
252 eWaSR 5 1660 44.2 60.0 41.7 52.3 46.4 95.2
253 HUST STDC1Seg100-mmcv 50 3090 44.0 72.9 39.7 58.8 47.4 93.0
254 DLMU ch+spp 5.9 NVIDIA GeForce RTX 2080Ti 43.8 70.0 40.6 53.6 46.2 94.7
255 eWaSR-MTBB 3.6 1660 43.5 58.7 42.5 50.2 46.0 94.7
256 HUST BiseNetV1-test 50 3090 42.9 69.5 41.1 57.2 47.8 89.7
257 Luxonis int8_int16_enh -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
258 Luxonis int8_int16_enh_fix -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
259 Luxonis int8_int16_enh_fix_depth2 -1 NA 42.4 61.2 38.0 69.3 49.1 86.4
260 HainanUniversity SeaFormer-Tiny-TTA 2.5 RTX 4090 42.4 64.6 43.9 49.2 46.4 91.4
261 eeWaSR 3.6 1660 42.4 58.9 40.1 50.1 44.5 95.1
262 DLMU ICnet 5.9 NVIDIA GeForce RTX 2080Ti 42.3 68.2 40.9 49.7 44.9 94.3
263 DLMU fastscnn 5.9 NVIDIA GeForce RTX 2080Ti 42.3 67.5 42.9 47.5 45.1 93.8
264 DLMU ICnet 5.9 NVIDIA GeForce RTX 2080Ti 42.3 65.4 42.2 48.2 45.0 93.9
265 Z RB-MSCAN-T 9 NVIDIA GeForce RTX 2080Ti 42.2 66.1 40.5 50.8 45.1 93.6
266 3 PIDNet 4 5 42.0 66.6 48.0 42.8 45.2 92.9
267 Luxonis int8_int16 -1 NA 41.8 62.0 37.5 59.7 46.1 90.7
268 EVSB 6.5 1660 41.7 55.8 38.6 57.8 46.3 90.0
269 DLMU bisenetv2 5.9 NVIDIA GeForce RTX 2080Ti 41.6 66.2 44.2 44.7 44.4 93.6
270 / Resubmission - 14242 20 / 41.0 57.6 40.2 61.5 48.6 84.3
271 University of Ljubljana WODIS (RN-101) 35.4 V100 40.7 63.0 38.8 61.1 47.5 85.7
272 Z RB-MITB0 9 NVIDIA GeForce RTX 2080Ti 40.7 66.1 39.8 48.9 43.9 92.6
273 University of Ljubljana BiSeNetv1 (RN-50) 10.1 V100 39.4 73.3 31.6 66.3 42.8 92.2
274 MARE BitCOS 24 RTX 4090 (24GB) 39.3 60.3 31.3 66.2 42.6 92.3
275 DLMU WODIS 5.9 NVIDIA GeForce RTX 2080Ti 39.2 61.9 36.1 54.8 43.5 90.0
276 DLMU WODIS 5.9 NVIDIA GeForce RTX 2080Ti 39.2 61.7 36.1 55.5 43.8 89.6
277 MARE BitCOS 60 RTX 4090 (24GB) 39.0 59.4 30.7 67.3 42.2 92.5
278 MARE BitCOS 61 RTX 4090 (24GB) 39.0 59.4 30.7 67.3 42.2 92.5
279 MARE BitCOS 24 RTX 4090 (24GB) 38.5 58.2 32.8 66.0 43.8 88.0
280 MARE BitCOS 44 RTX 4090 (24GB) 38.5 58.2 32.8 66.0 43.8 88.0
281 DLR-MI ATME test 5 Quadro P6000 38.5 59.4 39.3 45.0 41.9 91.8
282 Shanghai University bisenetv1_r50_1024x1024 9.2 A6000 37.8 70.8 33.5 55.3 41.7 90.8
283 WHUT yolov8 18.3 4090D 37.0 60.5 36.5 45.2 40.4 91.5
284 HUST BiseNetV2-mmcv 50 3090 36.6 56.7 34.0 53.9 41.7 87.8
285 HKUST TransCues 73 3090 34.3 66.4 29.7 49.3 37.1 92.4
286 DLR-MI ATME 5 Quadro P6000 33.5 61.3 33.4 39.3 36.1 92.7
287 MARE WaSR 29 RTX 4090 (24GB) 33.5 58.3 27.3 72.7 39.7 84.4
288 eWaSR 5.1 1660 33.2 55.1 28.8 53.1 37.4 88.9
289 HUST STDC1-seg50-test 50 3090 32.6 59.5 37.6 33.8 35.6 91.5
290 hhh Bisenetv1 20 1080 ti 30.8 68.2 25.9 50.2 34.2 90.3
291 Jilin University V8-UNet-GN16-seed42-e120 23.7 RTX 3090 (shared) 30.2 64.9 24.6 49.3 32.8 92.0
292 WHUT yolov8 18.3 4090 30.2 56.0 34.0 38.4 36.0 83.7
293 WaterScenes WaterScenes 1.1 4080S 29.3 71.6 19.2 73.0 30.5 96.3
294 HUST BiseNetV2-test 50 3090 29.2 68.6 23.7 57.0 33.5 87.2
295 4 TBiSeg2 5 6 27.3 65.8 22.6 50.2 31.1 87.8
296 Luxonis test_validation -1 NA 27.2 55.6 43.0 27.6 33.7 80.7
297 2 collision_free 3 4 25.7 53.0 42.2 37.4 39.6 64.8
298 University of Ljubljana IntCatchAI 6.7 V100 20.5 62.4 40.6 50.2 44.9 45.6
299 hhh Unet 20 1080 ti 16.0 74.1 10.8 64.1 18.5 86.6
300 norlab mmsegmentation unet test -1 RTX A6000 14.7 75.1 9.5 66.6 16.6 88.5
301 University of Ljubljana UNet (S5) 5.2 V100 13.9 75.7 8.6 70.6 15.4 90.1
302 MARE DeeplabV3+ 41 RTX 4090 (24GB) 10.3 17.1 24.5 23.4 23.9 43.0
303 Wuhan Univ. of Tech. InlandNavQA-Visual 0.4 RTX 3090 24GB 7.6 18.6 10.2 29.2 15.1 50.1
304 HKUST Transformer 5 3090 4.6 49.1 78.1 95.3 85.8 5.4
305 TEST sota25-06-yuanchicun 30 2080ti 2.8 38.3 90.0 4.5 8.5 32.7
306 Individual Hk9084 2.9 Nvidia A100 0.0 0.0 0.0 0.0 0.0 0.0
307 Couger AI Seg 15 CPU 0.0 0.0 0.0 0.0 0.0 0.0