Classification models

design

checkpoint: model/mobilenet_runs/design/model_best.pt (6.28 MB · last modified 2026-06-24T14:05:42+00:00)
classes: 93 · epochs: 25 · final train_acc: 0.9989 · final val_acc: 1.0000 · final loss: 0.4389

raw history.json table

epoch	train_loss	train_acc	val_acc
1	1.5773	0.7255	0.7204
2	0.5807	0.9747	0.9677
3	0.5297	0.9879	1.0000
4	0.5136	0.9884	0.9892
5	0.4830	0.9944	1.0000
6	0.4920	0.9922	1.0000
7	0.4768	0.9976	1.0000
8	0.4741	0.9965	1.0000
9	0.4655	0.9973	1.0000
10	0.4721	0.9965	1.0000
11	0.4695	0.9962	1.0000
12	0.4558	0.9978	1.0000
13	0.4565	0.9981	1.0000
14	0.4513	0.9981	1.0000
15	0.4569	0.9965	1.0000
16	0.4466	0.9992	1.0000
17	0.4462	0.9987	1.0000
18	0.4453	0.9989	1.0000
19	0.4455	0.9981	1.0000
20	0.4406	0.9997	1.0000
21	0.4396	0.9995	1.0000
22	0.4398	0.9995	1.0000
23	0.4397	0.9995	1.0000
24	0.4392	0.9995	1.0000
25	0.4389	0.9989	1.0000

Per-class training data

For each class the canonical sample (outlined, val) is used as the deterministic validation anchor each epoch. All samples (canonical + variants) are in the train pool — each iteration picks one at random and augments it.

class	samples (train / val)	n
`straight_arrow_up` A simple straight arrow pointing upwards. arrow straight up	val	1
`measurement_line_dots_text` A measurement line with dots at the ends and text in the middle. measurement line dots text	val	1
`dashed_line_double_arrow` A dashed line with arrows at both ends. dashed line double_arrow	val	1
`solid_line_circular_ends` A solid line with circular markers at both ends. line solid circles ends	val	1
`curved_u_turn_arrow` A curved arrow making a U-turn shape. arrow curved u_turn	val	1
`measurement_line_arrows_text` A measurement line with arrows at the ends and text in the middle. measurement line arrows text	val	1
`measurement_line_text_only` A simple measurement line with text but no end markers. measurement line text	val	1
`curved_dashed_double_arrow` A curved dashed line with arrows at both ends. curved dashed double_arrow	val	1
`curved_solid_single_arrow` A curved solid line with an arrow at one end. curved solid arrow	val	1
`curved_line_dots_numbers` A curved line with dots and numbered labels. curved line dots numbers	val train	2
`curved_thick_dashed_middle_double_arrow` A thick curved line with a dashed middle section and arrows at both ends. curved thick dashed double_arrow	val train	2
`straight_line_dots_double_arrow` A straight line with dots along it and arrows at both ends. straight line dots double_arrow	val	1
`curved_solid_line_dots` A curved solid line with dots along it. curved solid line dots	val	1
`straight_line_dots_numbers` A straight line with dots and numbered labels. straight line dots numbers	val	1
`horizontal_line_dots_symbols` A horizontal line with dots at the ends and symbols above it. horizontal line dots symbols	val	1
`straight_line_dots_single_arrow` A straight line with dots along it and an arrow at one end. straight line dots arrow	val	1
`curved_line_360_degrees` A curved line indicating a 360 degree rotation. curved_line 360 degrees	val train train	3
`thick_textured_arrow_left` A thick arrow pointing left with a dotted texture. arrow left textured	val	1
`straight_arrow_with_time_text` A straight arrow pointing right-up with time duration text. arrow straight text	val	1
`curved_double_arrow_up` A curved double-headed arrow pointing upwards. arrow double_headed curved	val train	2
`circular_double_arrow_degrees` A circular double-headed arrow with degree text. arrow circular degrees	val train	2
`curved_arrow_right` A curved arrow pointing to the right. arrow curved right	val	1
`curved_arrow_left` A curved arrow pointing to the left. arrow curved left	val	1
`curved_arrow_down_left` A curved arrow pointing down and to the left. arrow curved down_left	val	1
`curved_arrow_down_right` A curved arrow pointing down and to the right. arrow curved down_right	val train	2
`parallel_curved_lines` Two parallel curved lines. lines curved parallel	val	1
`dotted_curved_double_arrow` A dotted curved double-headed arrow. arrow dotted double_headed	val	1
`circular_multi_head_arrow` A circular arrow with multiple arrowheads. arrow circular multi_head	val	1
`curved_line_with_dots` A curved line with multiple dots along it. line curved dots	val	1
`dashed_circular_arrow_360` A dashed circular arrow with 360 degree text. arrow dashed 360	val	1
`dashed_curved_double_arrow` A dashed curved double-headed arrow. arrow dashed double_headed	val	1
`measurement_line_with_dots_cm` A straight measurement line with dots at the ends and centimeter text. measurement line dots text	val	1
`measurement_line_with_range_text` A straight measurement line with dots and range text. measurement line range text	val	1
`measurement_line_with_arrows` A straight measurement line with arrows at the ends and text. measurement line arrows text	val	1
`wedge_shape_degrees` A wedge shape with degree range text. shape wedge degrees	val	1
`microphone_sound_wave_pill` A microphone icon with a sound wave inside a pill shape. icon microphone sound_wave	val	1
`device_sync_icon` Icon depicting device synchronization or camera switching. sync device camera icon	val	1
`measurement_annotation` Annotation indicating a measurement or dimension with text. measurement dimension text annotation	val	1
`connected_circles` A large circle connected to a smaller circle by a line. circle connection node	val	1
`marker_curved_arrow` A simple curved arrow drawn with a marker-like stroke. arrow curved marker hand_drawn	val train	2
`line_with_end_dots` A straight line with a dot at both ends. line dot connection	val	1
`arc_with_dots` A curved arc with several dots distributed along it. arc dot path	val	1
`thick_gradient_arrow` A thick arrow with a color gradient fading at the tail. arrow thick gradient	val	1
`thin_curved_arrow` A thin, simple curved arrow. arrow curved thin	val	1
`dotted_curved_arrow` A curved arrow made of a dotted line. arrow curved dotted	val	1
`outward_arrows_circle` A circle with multiple arrows pointing outwards. circle arrow expand radiate	val	1
`right_angle_line_with_dot` A right-angle line with a dot at one end, like a callout. line right_angle callout dot	val	1
`line_with_dots_and_arrows` A line with dots along it and arrows at both ends. line dot arrow path	val	1
`hand_drawn_sync_arrows` Two hand-drawn arrows forming a circular sync or refresh symbol. arrow sync refresh hand_drawn	val	1
`smiley_face_icon` A simple smiley face icon. smiley face icon happy	val	1
`lightning_bolt_icon` A simple lightning bolt icon. lightning bolt icon energy	val	1
`share_icon` A thick curved arrow commonly used as a share icon. arrow share forward icon	val	1
`straight_arrow` A simple thin straight arrow. arrow straight thin	val	1
`arrow_arc_right` An arrow arcing to the right. arrow arc right	val	1
`arrow_u_turn_left_up` A U-shaped arrow pointing up and left. arrow u_turn up left	val	1
`approximate_equals` An approximate equals sign with two wavy lines. math approximate equals	val	1
`arrow_bend_left_up` An arrow bending from the right to point upwards. arrow bend up left	val	1
`arrow_bend_right_up` An arrow bending from the left to point upwards. arrow bend up right	val	1
`arrow_bend_up_right` An arrow bending from below to point rightwards. arrow bend right up	val	1
`arrow_fat_line_down` A thick arrow pointing down with a horizontal line above it. arrow fat down line	val	1
`arrow_bend_down_left` An arrow bending from above to point leftwards. arrow bend left down	val	1
`arrow_bend_left_down` An arrow bending from the right to point downwards. arrow bend down left	val	1
`arrow_bend_down_right` An arrow bending from above to point rightwards. arrow bend right down	val	1
`arrow_bend_right_down` An arrow bending from the left to point downwards. arrow bend down right	val	1
`arrow_elbow_down_right` An arrow with a sharp elbow pointing down then right. arrow elbow right down	val	1
`arrow_bend_double_up_left` A double-headed arrow bending from below to point leftwards. arrow double bend left	val	1
`arrow_bend_double_up_right` A double-headed arrow bending from below to point rightwards. arrow double bend right	val	1
`solid_line_circular_ends_split` A solid line with circular markers at both ends. line solid circles ends	val	1
`curved_dashed_double_arrow_split` A curved dashed line with arrows at both ends. curved dashed double_arrow	val	1
`curved_dashed_double_arrow_split_2` A curved dashed line with arrows at both ends. curved dashed double_arrow	val	1
`curved_dashed_double_arrow_split_3` A curved dashed line with arrows at both ends. curved dashed double_arrow	val	1
`curved_dashed_double_arrow_split_4` A curved dashed line with arrows at both ends. curved dashed double_arrow	val	1
`curved_thick_dashed_middle_double_arrow_split` A thick curved line with a dashed middle section and arrows at both ends. curved thick dashed double_arrow	val	1
`curved_solid_single_arrow_split` A curved solid line with an arrow at one end. curved solid arrow	val	1
`measurement_line_arrows_text_split` A measurement line with arrows at the ends and text in the middle. measurement line arrows text	val	1
`curved_solid_line_dots_split` A curved solid line with dots along it. curved solid line dots	val	1
`straight_arrow_with_time_text_split` A straight arrow pointing right-up with time duration text. arrow straight text	val	1
`curved_arrow_down_left_split` A curved arrow pointing down and to the left. arrow curved down_left	val	1
`dotted_curved_double_arrow_split` A dotted curved double-headed arrow. arrow dotted double_headed	val	1
`dotted_curved_double_arrow_split_2` A dotted curved double-headed arrow. arrow dotted double_headed	val	1
`measurement_line_with_dots_cm_split` A straight measurement line with dots at the ends and centimeter text. measurement line dots text	val	1
`measurement_annotation_split` Annotation indicating a measurement or dimension with text. measurement dimension text annotation	val	1
`measurement_annotation_split_2` Annotation indicating a measurement or dimension with text. measurement dimension text annotation	val	1
`thin_curved_arrow_split` A thin, simple curved arrow. arrow curved thin	val	1
`thin_curved_arrow_split_2` A thin, simple curved arrow. arrow curved thin	val	1
`thin_curved_arrow_split_3` A thin, simple curved arrow. arrow curved thin	val	1
`thin_curved_arrow_split_4` A thin, simple curved arrow. arrow curved thin	val	1
`dotted_curved_arrow_split` A curved arrow made of a dotted line. arrow curved dotted	val	1
`line_with_dots_and_arrows_split` A line with dots along it and arrows at both ends. line dot arrow path	val	1
`double_chevron_up` Two thick chevron arrows pointing upwards, stacked vertically. chevron double up arrow	val	1
`thick_curved_arrow`	val	1
`thick_slight_curve_tail_thin`	val train	2
`straight_thick_dashed_middle_double_arrow` A thick straight line with a dashed middle section and arrows at both ends. straight thick dashed double_arrow	val	1

icon

checkpoint: model/mobilenet_runs/icon/model_best.pt (6.05 MB · last modified 2026-06-18T06:17:09+00:00)
classes: 34 · epochs: 25 · final train_acc: 0.9978 · final val_acc: 1.0000 · final loss: 0.3795

raw history.json table

epoch	train_loss	train_acc	val_acc
1	1.5172	0.7551	0.2647
2	0.5265	0.9801	0.4706
3	0.4554	0.9875	0.6176
4	0.4402	0.9853	0.7353
5	0.4260	0.9897	0.7059
6	0.4133	0.9904	1.0000
7	0.4007	0.9956	1.0000
8	0.4019	0.9956	1.0000
9	0.3950	0.9956	1.0000
10	0.3917	0.9971	1.0000
11	0.3926	0.9978	1.0000
12	0.3905	0.9963	1.0000
13	0.3873	0.9971	1.0000
14	0.3947	0.9941	1.0000
15	0.3896	0.9949	1.0000
16	0.3805	0.9993	1.0000
17	0.3853	0.9949	1.0000
18	0.3813	0.9978	1.0000
19	0.3770	0.9993	1.0000
20	0.3815	0.9985	1.0000
21	0.3771	0.9993	1.0000
22	0.3783	0.9985	1.0000
23	0.3789	0.9993	1.0000
24	0.3762	1.0000	1.0000
25	0.3795	0.9978	1.0000

Per-class training data

class	samples (train / val)	n
`lightweight_feather` Feather icon indicating lightweight design. feather lightweight weight	train val	2
`seat_recline_adjustment` Car seat profile with an arrow indicating recline adjustment. car_seat recline adjustment	val	1
`slide_tech_feature` Slide Tech logo with a right-pointing arrow. slide_tech logo arrow	val	1
`travel_approved_transport` Checkmark with airplane, train, and car icons indicating travel approval. travel transport approved	val	1
`clima_flow_temperature` Split snowflake and sun icon with Clima Flow text. clima_flow temperature climate	val train train	3
`harness_buckle_release` Arrows pointing outwards from a central buckle mechanism. harness buckle release	val	1
`sun_brightness` Sun icon representing brightness or daytime. sun brightness day	val train	2
`moon_night_sleep` Crescent moon icon representing night or sleep mode. moon night sleep	val	1
`clock_time_duration` Clock face icon representing time or duration. clock time duration	val train	2
`humidity_weather_control` Cloud with rain and plus/minus signs for humidity control. cloud rain humidity	val	1
`humidity_level_target` Water drop with percentage and plus/minus signs. water_drop percentage humidity	val	1
`smartphone_app_alert` Smartphone icon with a water drop notification and wireless signal. smartphone alert notification	val	1
`capacity_duration_cycle` Cycle arrows connecting volume and time duration. cycle capacity duration	val	1
`speaker_volume` Speaker icon indicating sound or volume. speaker volume sound	val	1
`microphone_voice_control` Microphone icon indicating voice control or recording. microphone voice recording	val	1
`notification_bell_alert` Ringing bell icon with a notification badge. bell notification alert	val	1
`temperature_humidity_sensor` Thermometer and water drop indicating temperature and humidity. thermometer water_drop sensor	val	1
`music_lullabies` Musical notes and sound waves indicating audio playback. music notes audio	val	1
`ultra_hd_resolution` Ultra HD text badge indicating high definition video. ultra_hd resolution video	val	1
`live_streaming_indicator` Live text with a recording dot indicating real-time streaming. live streaming recording	val	1
`rotation_360_degrees` Orbital arrows around a center point indicating 360-degree rotation. 360 rotation orbit	val	1
`air_purification_filter` Air filter icon showing particles being blocked and clean air flowing. filter air purification	val	1
`wireless_connectivity_signal` Concentric waves indicating a wireless or sensor signal. wireless signal connectivity	val	1
`i_size_safety_standard` Child in a car seat with i-Size text indicating safety standard compliance. i_size car_seat safety	val	1
`eco_care_sustainability` Three leaves forming a recycling triangle with Eco Care text. eco_care leaves sustainability	val	1
`slide_tech_logo` Slide Tech logo with a right-pointing arrow inside a circle. logo text arrow circle	val	1
`ergonomic_leg_position_icon` Icon showing an ergonomic wide leg position with outward-pointing arrows. legs ergonomic arrows posture	val	1
`g_cell_logo` G+CELL text logo inside a circle. logo text circle	val	1
`flexi_spin_360_icon` 360 Flexi Spin icon featuring a hand and a circular arrow. 360 spin hand arrow	val train	2
`upf_50_plus_icon` UPF 50+ sun protection icon with a half-sun graphic. upf_50 sun protection circle	val	1
`sleeping_baby_icon` Sleeping baby face icon with Zzz text. baby sleeping zzz face	val	1
`washing_machine_icon` Washing machine icon inside a circle. washing_machine laundry appliance circle	val	1
`optimal_temperature_icon` Thermometer with a checkmark and wavy lines indicating optimal temperature. thermometer temperature waves checkmark	val	1
`caster_wheel_rotation_icon` Caster wheel icon with a circular arrow indicating rotation. wheel caster rotation arrow	val	1

Classification models

design

Per-class training data

icon

Per-class training data

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