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### [Model config] | |
model_cfg: | |
### [Model parameters] | |
model_name: "lcnn_simple" | |
model_architecture: "simple" | |
# Backbone related config | |
backbone: "lcnn" | |
backbone_cfg: | |
input_channel: 1 # Use RGB images or grayscale images. | |
depth: 4 | |
num_stacks: 2 | |
num_blocks: 1 | |
num_classes: 5 | |
# Junction decoder related config | |
junction_decoder: "superpoint_decoder" | |
junc_decoder_cfg: | |
# Heatmap decoder related config | |
heatmap_decoder: "pixel_shuffle" | |
heatmap_decoder_cfg: | |
# Descriptor decoder related config | |
descriptor_decoder: "superpoint_descriptor" | |
descriptor_decoder_cfg: | |
# Shared configurations | |
grid_size: 8 | |
keep_border_valid: True | |
# Threshold of junction detection | |
detection_thresh: 0.0153846 # 1/65 | |
max_num_junctions: 300 | |
# Threshold of heatmap detection | |
prob_thresh: 0.5 | |
### [Loss parameters] | |
weighting_policy: "dynamic" | |
# [Heatmap loss] | |
w_heatmap: 0. | |
w_heatmap_class: 1 | |
heatmap_loss_func: "cross_entropy" | |
heatmap_loss_cfg: | |
policy: "dynamic" | |
# [Junction loss] | |
w_junc: 0. | |
junction_loss_func: "superpoint" | |
junction_loss_cfg: | |
policy: "dynamic" | |
# [Descriptor loss] | |
w_desc: 0. | |
descriptor_loss_func: "regular_sampling" | |
descriptor_loss_cfg: | |
dist_threshold: 8 | |
grid_size: 4 | |
margin: 1 | |
policy: "dynamic" | |
### [Line detector config] | |
line_detector_cfg: | |
detect_thresh: 0.5 | |
num_samples: 64 | |
sampling_method: "local_max" | |
inlier_thresh: 0.99 | |
use_candidate_suppression: True | |
nms_dist_tolerance: 3. | |
use_heatmap_refinement: True | |
heatmap_refine_cfg: | |
mode: "local" | |
ratio: 0.2 | |
valid_thresh: 0.001 | |
num_blocks: 20 | |
overlap_ratio: 0.5 | |
use_junction_refinement: True | |
junction_refine_cfg: | |
num_perturbs: 9 | |
perturb_interval: 0.25 | |
### [Line matcher config] | |
line_matcher_cfg: | |
cross_check: True | |
num_samples: 5 | |
min_dist_pts: 8 | |
top_k_candidates: 10 | |
grid_size: 4 |