FIU MMC Lake Experimental Results and Parameters

Experience Maps

Dead Reckoning


FIU MMC Lake

RatSLAM


FIU MMC Lake

NeoSLAM


FIU MMC Lake

Visual Templates and Experience IDs

RatSLAM


FIU MMC Lake

NeoSLAM


FIU MMC Lake

Parameter Values

RatSLAM

Local View Module
Parameter Value
image_crop_x_min40
image_crop_x_max600
image_crop_y_min150
image_crop_y_max300
template_x_size60
template_y_size20
vt_shift_match25
vt_step_match5
vt_match_threshold0.073
vt_normalisation0.0
vt_patch_normalise2
vt_panoramic0

RatSLAM

Pose Cell Module
Parameter Value
pc_dim_xy18
pc_dim_th36
pc_global_inhib0.00002
pc_cell_x_size1.0
pc_vt_inject_energy0.2
exp_delta_pc_threshold2.0
vt_active_decay1.0
pc_vt_restore0.05
Experience Map Module
Parameter Value
exp_loops50
exp_initial_em_deg180.0
exp_correction0.5

NeoSLAM

Visual Feature Extractor
Parameter Value
use_compressedfalse
Neocortex Module
Parameter Value
tm_column_dimensions2048
tm_cells_per_column32
tm_activation_threshold4
tm_initial_permanence0.55
tm_connected_permanence0.5
tm_min_threshold1
tm_max_new_synapse_count20
tm_permanence_increment0.01
tm_permanence_decrement0.01
tm_predicted_segment_decrement0.0005
tm_max_segments_per_cell100
tm_max_synapses_per_segment100
tm_seed42
NeoSLAM
Spatial-View Module
Parameter Value
theta_alpha384
theta_rho3
score_interval410
Pose Cell Module
Parameter Value
pc_dim_xy18
pc_cell_x_size1
pc_vt_inject_energy0.2
exp_delta_pc_threshold2.0
vt_active_decay1.0
pc_vt_restore0.05
Experience Map Module
Parameter Value
exp_loops50
exp_initial_em_deg180
exp_correction0.5