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kitti_ft_ar_active_test.json
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{"data": {"at_cfg": {"cj": true,
"cj_bri": 0.3,
"cj_con": 0.3,
"cj_hue": 0.1,
"cj_sat": 0.3,
"gamma": false,
"gblur": true},
"label_ratio": 0.1,
"root_kitti12": "/PATH/TO/KITTI-2012/training/",
"root_kitti15": "/PATH/TO/KITTI-2015/training/",
"run_at": true,
"sample_scores_sorted": "/PATH/TO/YOUR/model_ep500_ckpt_sintel_train_occ_ratio.txt",
"test_shape": [384, 1216],
"train_n_frames": 2,
"train_subsplit": "trainval",
"type": "KITTI",
"val_n_frames": 2,
"val_subsplit": "trainval"},
"data_aug": {"crop": true,
"hflip": true,
"para_crop": [320, 960],
"rescale": false,
"swap": false},
"loss": {"charbonnier_epsilon": 0.01,
"charbonnier_q": 0.4,
"edge_aware_alpha": 10,
"occ_from_back": false,
"sup_type": "L1",
"type": "semiflow",
"w_alpha": 1,
"w_l1": 0.0,
"w_ph_scales": [1.0, 1.0, 1.0, 1.0, 0.0],
"w_sm_scales": [1.0, 0.0, 0.0, 0.0, 0.0],
"w_smooth": 75.0,
"w_ssim": 0.0,
"w_sup_scales": [0.32, 0.08, 0.02, 0.01, 0.005],
"w_ternary": 1.0,
"warp_pad": "border",
"with_bk": true,
"smooth_2nd": true},
"model": {"n_frames": 2,
"reduce_dense": true,
"type": "pwclite",
"upsample": true},
"seed": 0,
"train": {"ar_eps": 0.0,
"ar_q": 1.0,
"batch_size": 8,
"beta": 0.999,
"bias_decay": 0,
"epoch_num": 1000,
"epoch_size": 1000,
"lr": 0.0001,
"lr_scheduler": {"module": "MultiStepLR",
"params": {"milestones": [400, 600, 800],
"gamma": 0.5}},
"mask_st": true,
"max_grad_norm": 5,
"momentum": 0.9,
"n_gpu": 2,
"optim": "adam",
"ot_compact": 50,
"ot_fast": true,
"ot_size": [320, 704],
"ot_slic": true,
"pretrained_model": "/PATH/TO/YOUR/PRETRAINED/model_ep500_ckpt.pth.tar",
"print_freq": 100,
"record_freq": 500,
"run_atst": true,
"run_ot": false,
"run_st": true,
"save_iter": 10000,
"st_cfg": {"add_noise": true,
"hflip": true,
"rotate": [-0.01, 0.01, -0.01, 0.01],
"squeeze": [1.0, 1.0, 1.0, 1.0],
"trans": [0.04, 0.005],
"vflip": false,
"zoom": [1.0, 1.4, 0.99, 1.01]},
"val_epoch_size": 5,
"valid_size": 0,
"w_ar": 0.02,
"weight_decay": 1e-06,
"workers": 8},
"trainer": "KITTI_AR"}