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