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Co-authored-by: Zhe Chen <czczup@users.noreply.huggingface.co>

ddp_convnext_l_4x4_512x1024_5k_cityscapes_aligned.log ADDED
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56
+ {"mode": "train", "epoch": 14, "iter": 2550, "lr": 0.0, "memory": 34725, "data_time": 1.84045, "decode.loss_ce": 0.05543, "decode.acc_seg": 97.66898, "aux.loss_ce": 0.02458, "aux.acc_seg": 97.46354, "loss": 0.08001, "time": 2.39537}
57
+ {"mode": "train", "epoch": 14, "iter": 2600, "lr": 0.0, "memory": 34725, "data_time": 0.00872, "decode.loss_ce": 0.05568, "decode.acc_seg": 97.66067, "aux.loss_ce": 0.02488, "aux.acc_seg": 97.44049, "loss": 0.08056, "time": 0.56295}
58
+ {"mode": "train", "epoch": 15, "iter": 2650, "lr": 0.0, "memory": 34725, "data_time": 0.06003, "decode.loss_ce": 0.05709, "decode.acc_seg": 97.62952, "aux.loss_ce": 0.02506, "aux.acc_seg": 97.43475, "loss": 0.08215, "time": 0.61403}
59
+ {"mode": "train", "epoch": 15, "iter": 2700, "lr": 0.0, "memory": 34725, "data_time": 0.00867, "decode.loss_ce": 0.05532, "decode.acc_seg": 97.69334, "aux.loss_ce": 0.0245, "aux.acc_seg": 97.48509, "loss": 0.07981, "time": 0.56212}
60
+ {"mode": "train", "epoch": 15, "iter": 2750, "lr": 0.0, "memory": 34725, "data_time": 0.00872, "decode.loss_ce": 0.0556, "decode.acc_seg": 97.6852, "aux.loss_ce": 0.02465, "aux.acc_seg": 97.47807, "loss": 0.08025, "time": 0.56209}
61
+ {"mode": "train", "epoch": 16, "iter": 2800, "lr": 0.0, "memory": 34725, "data_time": 0.05863, "decode.loss_ce": 0.05438, "decode.acc_seg": 97.71765, "aux.loss_ce": 0.02421, "aux.acc_seg": 97.50699, "loss": 0.07859, "time": 0.61323}
62
+ {"mode": "train", "epoch": 16, "iter": 2850, "lr": 0.0, "memory": 34725, "data_time": 0.0086, "decode.loss_ce": 0.0532, "decode.acc_seg": 97.76639, "aux.loss_ce": 0.02368, "aux.acc_seg": 97.56258, "loss": 0.07688, "time": 0.56221}
63
+ {"mode": "train", "epoch": 16, "iter": 2900, "lr": 0.0, "memory": 34725, "data_time": 0.00849, "decode.loss_ce": 0.05543, "decode.acc_seg": 97.68828, "aux.loss_ce": 0.02479, "aux.acc_seg": 97.45639, "loss": 0.08021, "time": 0.56261}
64
+ {"mode": "train", "epoch": 16, "iter": 2950, "lr": 0.0, "memory": 34725, "data_time": 0.00851, "decode.loss_ce": 0.056, "decode.acc_seg": 97.66626, "aux.loss_ce": 0.02489, "aux.acc_seg": 97.45923, "loss": 0.08089, "time": 0.56218}
65
+ {"mode": "train", "epoch": 17, "iter": 3000, "lr": 0.0, "memory": 34725, "data_time": 0.05981, "decode.loss_ce": 0.0568, "decode.acc_seg": 97.61141, "aux.loss_ce": 0.02529, "aux.acc_seg": 97.39913, "loss": 0.0821, "time": 0.74061}
66
+ {"mode": "val", "epoch": 17, "iter": 125, "lr": 0.0, "aAcc": 0.9686, "mIoU": 0.8311, "mAcc": 0.8878, "IoU.road": 0.9864, "IoU.sidewalk": 0.8858, "IoU.building": 0.9364, "IoU.wall": 0.5926, "IoU.fence": 0.6486, "IoU.pole": 0.7181, "IoU.traffic light": 0.7711, "IoU.traffic sign": 0.8441, "IoU.vegetation": 0.9344, "IoU.terrain": 0.686, "IoU.sky": 0.9561, "IoU.person": 0.8626, "IoU.rider": 0.6938, "IoU.car": 0.9626, "IoU.truck": 0.867, "IoU.bus": 0.95, "IoU.train": 0.9132, "IoU.motorcycle": 0.7564, "IoU.bicycle": 0.8255, "Acc.road": 0.9926, "Acc.sidewalk": 0.944, "Acc.building": 0.9718, "Acc.wall": 0.6512, "Acc.fence": 0.7156, "Acc.pole": 0.821, "Acc.traffic light": 0.872, "Acc.traffic sign": 0.9106, "Acc.vegetation": 0.9719, "Acc.terrain": 0.7574, "Acc.sky": 0.9848, "Acc.person": 0.9373, "Acc.rider": 0.79, "Acc.car": 0.983, "Acc.truck": 0.8925, "Acc.bus": 0.9669, "Acc.train": 0.9329, "Acc.motorcycle": 0.854, "Acc.bicycle": 0.9195}
67
+ {"mode": "train", "epoch": 17, "iter": 3050, "lr": 0.0, "memory": 34725, "data_time": 1.84339, "decode.loss_ce": 0.05599, "decode.acc_seg": 97.66848, "aux.loss_ce": 0.0249, "aux.acc_seg": 97.46524, "loss": 0.08089, "time": 2.39883}
68
+ {"mode": "train", "epoch": 17, "iter": 3100, "lr": 0.0, "memory": 34725, "data_time": 0.00893, "decode.loss_ce": 0.0551, "decode.acc_seg": 97.69544, "aux.loss_ce": 0.02465, "aux.acc_seg": 97.4794, "loss": 0.07976, "time": 0.56306}
69
+ {"mode": "train", "epoch": 17, "iter": 3150, "lr": 0.0, "memory": 34725, "data_time": 0.00855, "decode.loss_ce": 0.05372, "decode.acc_seg": 97.7494, "aux.loss_ce": 0.02401, "aux.acc_seg": 97.53817, "loss": 0.07773, "time": 0.56287}
70
+ {"mode": "train", "epoch": 18, "iter": 3200, "lr": 0.0, "memory": 34725, "data_time": 0.06022, "decode.loss_ce": 0.05671, "decode.acc_seg": 97.63046, "aux.loss_ce": 0.02543, "aux.acc_seg": 97.39688, "loss": 0.08214, "time": 0.61435}
71
+ {"mode": "train", "epoch": 18, "iter": 3250, "lr": 0.0, "memory": 34725, "data_time": 0.00853, "decode.loss_ce": 0.0549, "decode.acc_seg": 97.69719, "aux.loss_ce": 0.02459, "aux.acc_seg": 97.47695, "loss": 0.07949, "time": 0.56214}
72
+ {"mode": "train", "epoch": 18, "iter": 3300, "lr": 0.0, "memory": 34725, "data_time": 0.00874, "decode.loss_ce": 0.05525, "decode.acc_seg": 97.69208, "aux.loss_ce": 0.02473, "aux.acc_seg": 97.46946, "loss": 0.07998, "time": 0.5622}
73
+ {"mode": "train", "epoch": 19, "iter": 3350, "lr": 0.0, "memory": 34725, "data_time": 0.05937, "decode.loss_ce": 0.05374, "decode.acc_seg": 97.74853, "aux.loss_ce": 0.02399, "aux.acc_seg": 97.53492, "loss": 0.07773, "time": 0.61455}
74
+ {"mode": "train", "epoch": 19, "iter": 3400, "lr": 0.0, "memory": 34725, "data_time": 0.00861, "decode.loss_ce": 0.05596, "decode.acc_seg": 97.66661, "aux.loss_ce": 0.02509, "aux.acc_seg": 97.44142, "loss": 0.08104, "time": 0.56259}
75
+ {"mode": "train", "epoch": 19, "iter": 3450, "lr": 0.0, "memory": 34725, "data_time": 0.00864, "decode.loss_ce": 0.05469, "decode.acc_seg": 97.69723, "aux.loss_ce": 0.0245, "aux.acc_seg": 97.46966, "loss": 0.07919, "time": 0.56204}
76
+ {"mode": "train", "epoch": 19, "iter": 3500, "lr": 0.0, "memory": 34725, "data_time": 0.00842, "decode.loss_ce": 0.05531, "decode.acc_seg": 97.69617, "aux.loss_ce": 0.02454, "aux.acc_seg": 97.50035, "loss": 0.07984, "time": 0.68263}
77
+ {"mode": "val", "epoch": 19, "iter": 125, "lr": 0.0, "aAcc": 0.9687, "mIoU": 0.8316, "mAcc": 0.8885, "IoU.road": 0.9864, "IoU.sidewalk": 0.8863, "IoU.building": 0.9369, "IoU.wall": 0.5961, "IoU.fence": 0.6538, "IoU.pole": 0.7191, "IoU.traffic light": 0.7709, "IoU.traffic sign": 0.8447, "IoU.vegetation": 0.9348, "IoU.terrain": 0.6861, "IoU.sky": 0.9561, "IoU.person": 0.8626, "IoU.rider": 0.6932, "IoU.car": 0.9626, "IoU.truck": 0.8669, "IoU.bus": 0.9499, "IoU.train": 0.9124, "IoU.motorcycle": 0.7567, "IoU.bicycle": 0.8251, "Acc.road": 0.9924, "Acc.sidewalk": 0.9456, "Acc.building": 0.9727, "Acc.wall": 0.6571, "Acc.fence": 0.7228, "Acc.pole": 0.824, "Acc.traffic light": 0.8716, "Acc.traffic sign": 0.9084, "Acc.vegetation": 0.9701, "Acc.terrain": 0.7591, "Acc.sky": 0.9852, "Acc.person": 0.9395, "Acc.rider": 0.7901, "Acc.car": 0.9835, "Acc.truck": 0.8927, "Acc.bus": 0.967, "Acc.train": 0.9313, "Acc.motorcycle": 0.8484, "Acc.bicycle": 0.9193}
78
+ {"mode": "train", "epoch": 20, "iter": 3550, "lr": 0.0, "memory": 34725, "data_time": 1.89336, "decode.loss_ce": 0.05543, "decode.acc_seg": 97.68717, "aux.loss_ce": 0.0248, "aux.acc_seg": 97.4672, "loss": 0.08022, "time": 2.44866}
79
+ {"mode": "train", "epoch": 20, "iter": 3600, "lr": 0.0, "memory": 34725, "data_time": 0.00866, "decode.loss_ce": 0.05547, "decode.acc_seg": 97.68137, "aux.loss_ce": 0.02485, "aux.acc_seg": 97.45397, "loss": 0.08032, "time": 0.56382}
80
+ {"mode": "train", "epoch": 20, "iter": 3650, "lr": 0.0, "memory": 34725, "data_time": 0.00834, "decode.loss_ce": 0.05535, "decode.acc_seg": 97.68251, "aux.loss_ce": 0.02484, "aux.acc_seg": 97.45105, "loss": 0.08019, "time": 0.56232}
81
+ {"mode": "train", "epoch": 20, "iter": 3700, "lr": 0.0, "memory": 34725, "data_time": 0.00835, "decode.loss_ce": 0.05428, "decode.acc_seg": 97.73532, "aux.loss_ce": 0.02437, "aux.acc_seg": 97.51441, "loss": 0.07866, "time": 0.56214}
82
+ {"mode": "train", "epoch": 21, "iter": 3750, "lr": 0.0, "memory": 34725, "data_time": 0.06091, "decode.loss_ce": 0.05638, "decode.acc_seg": 97.64158, "aux.loss_ce": 0.02519, "aux.acc_seg": 97.42434, "loss": 0.08157, "time": 0.61484}
83
+ {"mode": "train", "epoch": 21, "iter": 3800, "lr": 0.0, "memory": 34725, "data_time": 0.00853, "decode.loss_ce": 0.05509, "decode.acc_seg": 97.6923, "aux.loss_ce": 0.02474, "aux.acc_seg": 97.45957, "loss": 0.07983, "time": 0.56263}
84
+ {"mode": "train", "epoch": 21, "iter": 3850, "lr": 0.0, "memory": 34725, "data_time": 0.00843, "decode.loss_ce": 0.05577, "decode.acc_seg": 97.64604, "aux.loss_ce": 0.02497, "aux.acc_seg": 97.41443, "loss": 0.08074, "time": 0.56273}
85
+ {"mode": "train", "epoch": 21, "iter": 3900, "lr": 0.0, "memory": 34725, "data_time": 0.00814, "decode.loss_ce": 0.05648, "decode.acc_seg": 97.64772, "aux.loss_ce": 0.02508, "aux.acc_seg": 97.42753, "loss": 0.08156, "time": 0.56195}
86
+ {"mode": "train", "epoch": 22, "iter": 3950, "lr": 0.0, "memory": 34725, "data_time": 0.05908, "decode.loss_ce": 0.05651, "decode.acc_seg": 97.64011, "aux.loss_ce": 0.02512, "aux.acc_seg": 97.43182, "loss": 0.08163, "time": 0.61408}
87
+ {"mode": "train", "epoch": 22, "iter": 4000, "lr": 0.0, "memory": 34725, "data_time": 0.00839, "decode.loss_ce": 0.05453, "decode.acc_seg": 97.69092, "aux.loss_ce": 0.0243, "aux.acc_seg": 97.48846, "loss": 0.07882, "time": 0.67915}
88
+ {"mode": "val", "epoch": 22, "iter": 125, "lr": 0.0, "aAcc": 0.9687, "mIoU": 0.8321, "mAcc": 0.8892, "IoU.road": 0.9861, "IoU.sidewalk": 0.8846, "IoU.building": 0.9371, "IoU.wall": 0.603, "IoU.fence": 0.6506, "IoU.pole": 0.7204, "IoU.traffic light": 0.7714, "IoU.traffic sign": 0.8447, "IoU.vegetation": 0.9349, "IoU.terrain": 0.687, "IoU.sky": 0.9564, "IoU.person": 0.8635, "IoU.rider": 0.697, "IoU.car": 0.9626, "IoU.truck": 0.8649, "IoU.bus": 0.9504, "IoU.train": 0.9135, "IoU.motorcycle": 0.7556, "IoU.bicycle": 0.8254, "Acc.road": 0.992, "Acc.sidewalk": 0.9467, "Acc.building": 0.9727, "Acc.wall": 0.6648, "Acc.fence": 0.7197, "Acc.pole": 0.8235, "Acc.traffic light": 0.8699, "Acc.traffic sign": 0.9078, "Acc.vegetation": 0.9705, "Acc.terrain": 0.762, "Acc.sky": 0.9847, "Acc.person": 0.9378, "Acc.rider": 0.7958, "Acc.car": 0.9835, "Acc.truck": 0.8916, "Acc.bus": 0.9684, "Acc.train": 0.9329, "Acc.motorcycle": 0.85, "Acc.bicycle": 0.9201}
89
+ {"mode": "train", "epoch": 22, "iter": 4050, "lr": 0.0, "memory": 34725, "data_time": 1.84695, "decode.loss_ce": 0.05454, "decode.acc_seg": 97.71284, "aux.loss_ce": 0.02445, "aux.acc_seg": 97.49654, "loss": 0.07898, "time": 2.40219}
90
+ {"mode": "train", "epoch": 23, "iter": 4100, "lr": 0.0, "memory": 34725, "data_time": 0.06006, "decode.loss_ce": 0.05476, "decode.acc_seg": 97.70918, "aux.loss_ce": 0.02469, "aux.acc_seg": 97.47194, "loss": 0.07944, "time": 0.61473}
91
+ {"mode": "train", "epoch": 23, "iter": 4150, "lr": 0.0, "memory": 34725, "data_time": 0.00828, "decode.loss_ce": 0.05443, "decode.acc_seg": 97.69896, "aux.loss_ce": 0.02469, "aux.acc_seg": 97.44815, "loss": 0.07912, "time": 0.56285}
92
+ {"mode": "train", "epoch": 23, "iter": 4200, "lr": 0.0, "memory": 34725, "data_time": 0.00841, "decode.loss_ce": 0.05362, "decode.acc_seg": 97.73294, "aux.loss_ce": 0.02395, "aux.acc_seg": 97.52655, "loss": 0.07757, "time": 0.56301}
93
+ {"mode": "train", "epoch": 23, "iter": 4250, "lr": 0.0, "memory": 34725, "data_time": 0.00835, "decode.loss_ce": 0.05716, "decode.acc_seg": 97.62662, "aux.loss_ce": 0.02563, "aux.acc_seg": 97.39769, "loss": 0.08279, "time": 0.5621}
94
+ {"mode": "train", "epoch": 24, "iter": 4300, "lr": 0.0, "memory": 34725, "data_time": 0.05912, "decode.loss_ce": 0.05668, "decode.acc_seg": 97.61287, "aux.loss_ce": 0.0254, "aux.acc_seg": 97.37273, "loss": 0.08208, "time": 0.61467}
95
+ {"mode": "train", "epoch": 24, "iter": 4350, "lr": 0.0, "memory": 34725, "data_time": 0.00845, "decode.loss_ce": 0.05475, "decode.acc_seg": 97.70383, "aux.loss_ce": 0.0245, "aux.acc_seg": 97.48066, "loss": 0.07926, "time": 0.5623}
96
+ {"mode": "train", "epoch": 24, "iter": 4400, "lr": 0.0, "memory": 34725, "data_time": 0.00833, "decode.loss_ce": 0.05577, "decode.acc_seg": 97.65922, "aux.loss_ce": 0.02508, "aux.acc_seg": 97.4307, "loss": 0.08085, "time": 0.56237}
97
+ {"mode": "train", "epoch": 24, "iter": 4450, "lr": 0.0, "memory": 34725, "data_time": 0.00844, "decode.loss_ce": 0.05518, "decode.acc_seg": 97.70012, "aux.loss_ce": 0.02482, "aux.acc_seg": 97.46137, "loss": 0.08, "time": 0.56225}
98
+ {"mode": "train", "epoch": 25, "iter": 4500, "lr": 0.0, "memory": 34725, "data_time": 0.0594, "decode.loss_ce": 0.05567, "decode.acc_seg": 97.67254, "aux.loss_ce": 0.02475, "aux.acc_seg": 97.46668, "loss": 0.08042, "time": 0.73858}
99
+ {"mode": "val", "epoch": 25, "iter": 125, "lr": 0.0, "aAcc": 0.9688, "mIoU": 0.832, "mAcc": 0.8887, "IoU.road": 0.9864, "IoU.sidewalk": 0.8867, "IoU.building": 0.9367, "IoU.wall": 0.5991, "IoU.fence": 0.6493, "IoU.pole": 0.7207, "IoU.traffic light": 0.7711, "IoU.traffic sign": 0.8444, "IoU.vegetation": 0.9347, "IoU.terrain": 0.6872, "IoU.sky": 0.9557, "IoU.person": 0.8635, "IoU.rider": 0.6974, "IoU.car": 0.9626, "IoU.truck": 0.8672, "IoU.bus": 0.9502, "IoU.train": 0.9134, "IoU.motorcycle": 0.7567, "IoU.bicycle": 0.8256, "Acc.road": 0.9925, "Acc.sidewalk": 0.9455, "Acc.building": 0.9725, "Acc.wall": 0.6607, "Acc.fence": 0.717, "Acc.pole": 0.8209, "Acc.traffic light": 0.8711, "Acc.traffic sign": 0.908, "Acc.vegetation": 0.9707, "Acc.terrain": 0.7624, "Acc.sky": 0.9856, "Acc.person": 0.937, "Acc.rider": 0.7957, "Acc.car": 0.9833, "Acc.truck": 0.8941, "Acc.bus": 0.9681, "Acc.train": 0.9327, "Acc.motorcycle": 0.8485, "Acc.bicycle": 0.9194}
100
+ {"mode": "train", "epoch": 25, "iter": 4550, "lr": 0.0, "memory": 34725, "data_time": 1.85018, "decode.loss_ce": 0.05568, "decode.acc_seg": 97.66081, "aux.loss_ce": 0.02491, "aux.acc_seg": 97.44524, "loss": 0.08058, "time": 2.40559}
101
+ {"mode": "train", "epoch": 25, "iter": 4600, "lr": 0.0, "memory": 34725, "data_time": 0.00865, "decode.loss_ce": 0.05288, "decode.acc_seg": 97.78028, "aux.loss_ce": 0.02396, "aux.acc_seg": 97.54432, "loss": 0.07684, "time": 0.56317}
102
+ {"mode": "train", "epoch": 25, "iter": 4650, "lr": 0.0, "memory": 34725, "data_time": 0.00856, "decode.loss_ce": 0.0554, "decode.acc_seg": 97.67455, "aux.loss_ce": 0.02486, "aux.acc_seg": 97.44175, "loss": 0.08026, "time": 0.56213}
103
+ {"mode": "train", "epoch": 26, "iter": 4700, "lr": 0.0, "memory": 34725, "data_time": 0.05899, "decode.loss_ce": 0.05518, "decode.acc_seg": 97.68093, "aux.loss_ce": 0.0247, "aux.acc_seg": 97.46627, "loss": 0.07988, "time": 0.61423}
104
+ {"mode": "train", "epoch": 26, "iter": 4750, "lr": 0.0, "memory": 34725, "data_time": 0.00839, "decode.loss_ce": 0.05274, "decode.acc_seg": 97.79104, "aux.loss_ce": 0.02355, "aux.acc_seg": 97.5814, "loss": 0.07629, "time": 0.56239}
105
+ {"mode": "train", "epoch": 26, "iter": 4800, "lr": 0.0, "memory": 34725, "data_time": 0.00833, "decode.loss_ce": 0.05453, "decode.acc_seg": 97.71778, "aux.loss_ce": 0.02438, "aux.acc_seg": 97.49992, "loss": 0.07892, "time": 0.56243}
106
+ {"mode": "train", "epoch": 27, "iter": 4850, "lr": 0.0, "memory": 34725, "data_time": 0.06001, "decode.loss_ce": 0.05591, "decode.acc_seg": 97.66204, "aux.loss_ce": 0.02502, "aux.acc_seg": 97.43646, "loss": 0.08093, "time": 0.61457}
107
+ {"mode": "train", "epoch": 27, "iter": 4900, "lr": 0.0, "memory": 34725, "data_time": 0.00829, "decode.loss_ce": 0.05594, "decode.acc_seg": 97.64409, "aux.loss_ce": 0.0251, "aux.acc_seg": 97.40317, "loss": 0.08104, "time": 0.56246}
108
+ {"mode": "train", "epoch": 27, "iter": 4950, "lr": 0.0, "memory": 34725, "data_time": 0.00828, "decode.loss_ce": 0.05602, "decode.acc_seg": 97.65515, "aux.loss_ce": 0.02522, "aux.acc_seg": 97.4159, "loss": 0.08125, "time": 0.56296}
109
+ {"mode": "train", "epoch": 27, "iter": 5000, "lr": 0.0, "memory": 34725, "data_time": 0.00837, "decode.loss_ce": 0.05538, "decode.acc_seg": 97.67405, "aux.loss_ce": 0.02494, "aux.acc_seg": 97.44724, "loss": 0.08032, "time": 0.67864}
110
+ {"mode": "val", "epoch": 27, "iter": 125, "lr": 0.0, "aAcc": 0.9688, "mIoU": 0.8322, "mAcc": 0.8889, "IoU.road": 0.9865, "IoU.sidewalk": 0.8869, "IoU.building": 0.9369, "IoU.wall": 0.6002, "IoU.fence": 0.6506, "IoU.pole": 0.7203, "IoU.traffic light": 0.7711, "IoU.traffic sign": 0.8445, "IoU.vegetation": 0.9346, "IoU.terrain": 0.6876, "IoU.sky": 0.9559, "IoU.person": 0.8638, "IoU.rider": 0.6974, "IoU.car": 0.9625, "IoU.truck": 0.8664, "IoU.bus": 0.9502, "IoU.train": 0.9135, "IoU.motorcycle": 0.7567, "IoU.bicycle": 0.8255, "Acc.road": 0.9925, "Acc.sidewalk": 0.9453, "Acc.building": 0.9726, "Acc.wall": 0.6622, "Acc.fence": 0.7181, "Acc.pole": 0.8217, "Acc.traffic light": 0.8704, "Acc.traffic sign": 0.9081, "Acc.vegetation": 0.9707, "Acc.terrain": 0.7625, "Acc.sky": 0.9853, "Acc.person": 0.9373, "Acc.rider": 0.7961, "Acc.car": 0.9832, "Acc.truck": 0.8931, "Acc.bus": 0.9677, "Acc.train": 0.933, "Acc.motorcycle": 0.8491, "Acc.bicycle": 0.92}
ddp_convnext_t_4x4_512x1024_5k_cityscapes_aligned.log ADDED
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