Datasets:
Kaggle file descriptions - copy/paste reference
Per-file descriptions for the "Description" box on each file's editor on the Kaggle dataset page (separate from the column-description schema box).
Training videos
train/hr_fall_detection_1.mp4
1 labelled fall event (~45-46s) across a 48s clip covering standing, sitting and lying activity.
train/hr_fall_detection_2.mp4
3 labelled fall events (~28-29s, ~136s, ~163-165s) across a 3m26s clip covering standing, sitting and lying activity.
train/hr_fall_detection_3.mp4
3 labelled fall events (~204-211s, ~219-220s, ~383-384s) across a 6m30s clip covering standing, sitting and lying activity.
Validation videos
valid/fall_detection_4.mp4
3 labelled fall events (~94-98s, ~151-154s, ~160-164s) across a 6m27s clip covering standing, sitting and lying activity.
valid/fall_detection_5.mp4
4 labelled fall events (~143-146s, ~155-159s, ~167-170s, ~178-182s) across a 3m56s clip covering standing, sitting and lying activity.
valid/fall_detection_6.mp4
2 labelled fall events (~72-74s, ~83-86s) across a 2m22s clip covering standing, sitting and lying activity.
valid/fall_detection_7.mp4
1 labelled fall event (~134-136s) across a 2m28s clip covering standing, sitting and lying activity.
valid/fall_detection_8.mp4
6 labelled fall events (~199-201s, ~215-219s, ~231-232s, ~392-395s, ~407-411s, ~423-426s) across a 7m14s clip covering standing, sitting and lying activity.
valid/fall_detection_9.mp4
2 labelled fall events (~60-63s, ~73-76s) across a 2m07s clip covering standing, sitting and lying activity.
valid/fall_detection_10.mp4
6 labelled fall events (~88-90s, ~97-99s, ~105-106s, ~127-129s, ~139-141s, ~167-171s) across a 3m54s clip covering standing, sitting and lying activity.
Training labels (train/labels/)
train/labels/hr_fall_detection_1.csv
Manual activity/fall labels for train/hr_fall_detection_1.mp4: 13 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 48s clip, including 1 labelled fall event (~45-46s).
train/labels/hr_fall_detection_1_in_minutes.md
Plain-text/markdown rendering of the same labels as hr_fall_detection_1.csv, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's start_time/end_time.
train/labels/hr_fall_detection_2.csv
Manual activity/fall labels for train/hr_fall_detection_2.mp4: 33 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m26s clip, including 3 labelled fall events (~28-29s, ~136s, ~163-165s).
train/labels/hr_fall_detection_2_in_minutes.md
Plain-text/markdown rendering of the same labels as hr_fall_detection_2.csv, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's start_time/end_time.
train/labels/hr_fall_detection_3.csv
Manual activity/fall labels for train/hr_fall_detection_3.mp4: 59 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 6m30s clip, including 3 labelled fall events (~204-211s, ~219-220s, ~383-384s).
train/labels/hr_fall_detection_3_in_minutes.md
Plain-text/markdown rendering of the same labels as hr_fall_detection_3.csv, as a quick-to-skim timeline (e.g. "45 - 46 Stand-Lie (Fall)"). Despite the "_in_minutes" filename, timestamps are in seconds, matching the CSV's start_time/end_time.
Validation labels (valid/labels/)
valid/labels/fall_detection_4.csv
Manual activity/fall labels for valid/fall_detection_4.mp4: 65 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 6m27s clip, including 3 labelled fall events (~94-98s, ~151-154s, ~160-164s).
valid/labels/fall_detection_5.csv
Manual activity/fall labels for valid/fall_detection_5.mp4: 83 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m56s clip, including 4 labelled fall events (~143-146s, ~155-159s, ~167-170s, ~178-182s).
valid/labels/fall_detection_6.csv
Manual activity/fall labels for valid/fall_detection_6.mp4: 56 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m22s clip, including 2 labelled fall events (~72-74s, ~83-86s).
valid/labels/fall_detection_7.csv
Manual activity/fall labels for valid/fall_detection_7.mp4: 48 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m28s clip, including 1 labelled fall event (~134-136s).
valid/labels/fall_detection_8.csv
Manual activity/fall labels for valid/fall_detection_8.mp4: 134 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 7m14s clip, including 6 labelled fall events (~199-201s, ~215-219s, ~231-232s, ~392-395s, ~407-411s, ~423-426s).
valid/labels/fall_detection_9.csv
Manual activity/fall labels for valid/fall_detection_9.mp4: 34 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 2m07s clip, including 2 labelled fall events (~60-63s, ~73-76s).
valid/labels/fall_detection_10.csv
Manual activity/fall labels for valid/fall_detection_10.mp4: 68 labelled time segments (Stand/Sit/Lie and their transitions) spanning the 3m54s clip, including 6 labelled fall events (~88-90s, ~97-99s, ~105-106s, ~127-129s, ~139-141s, ~167-171s).
train/pose-1st-iteration/ (113 images + 2 CSVs)
Earlier (first-pass) capture and processing of the same static pose images later finalized under train/pose/. A few images were renamed in the final pass (e.g. stand-knee-up3.jpg here is stand-knee-up3-ocluded.jpg in train/pose/), and the two CSVs below are this first pass's classifier output - not byte-identical to the final versions in train/pose/ since the underlying feature values differ slightly between passes.
train/pose-1st-iteration/features_output.csv
First-pass MediaPipe-derived static-pose features for all 113 images (same 13-column schema as train/pose/features_output.csv - see column descriptions). Superseded by, but not identical to, the final-pass version in train/pose/.
train/pose-1st-iteration/features_output_predicted.csv
First-pass features plus the rule-based classifier's label/predicted_label columns. Superseded by, but not identical to, the final-pass version in train/pose/.
train/pose-1st-iteration/bend-2.jpg
Subject bending at the waist (variation 2).
train/pose-1st-iteration/bend-backwards.jpg
Subject bending at the waist, bending backwards.
train/pose-1st-iteration/bend-forward.jpg
Subject bending at the waist, leaning forward.
train/pose-1st-iteration/bend-lean-back1.jpg
Subject bending at the waist, leaning backward (variation 1).
train/pose-1st-iteration/bend-lean-forward1.jpg
Subject bending at the waist, leaning forward (variation 1).
train/pose-1st-iteration/bend-proper.jpg
Subject bending at the waist, in correct/reference form.
train/pose-1st-iteration/bend-touch-toes.jpg
Subject bending at the waist, reaching down to touch their toes.
train/pose-1st-iteration/bend.jpg
Subject bending at the waist.
train/pose-1st-iteration/climb.jpg
Subject in a climbing posture (stepping up onto or over an object).
train/pose-1st-iteration/fall.jpg
Subject in a fallen position, simulating a fall event.
train/pose-1st-iteration/getting-up.jpg
Subject mid-transition, getting up from a seated or lying position.
train/pose-1st-iteration/lie-2.jpg
Subject lying down (variation 2).
train/pose-1st-iteration/lie-chest-raised.jpg
Subject lying down, with chest raised, like a small back extension.
train/pose-1st-iteration/lie.jpg
Subject lying down.
train/pose-1st-iteration/lying-face-down.jpg
Subject lying down, face-down (prone position).
train/pose-1st-iteration/lying-feet-down.jpg
Subject lying down, with feet down.
train/pose-1st-iteration/lying-feet-raised.jpg
Subject lying down, with feet raised.
train/pose-1st-iteration/lying-fold-backward.jpg
Subject lying down, folded backward.
train/pose-1st-iteration/lying-fold.jpg
Subject lying down, in a folded-up position.
train/pose-1st-iteration/lying-front.jpg
Subject lying down, on their front.
train/pose-1st-iteration/lying-knee-up.jpg
Subject lying down, with one knee raised.
train/pose-1st-iteration/lying-knee-up2.jpg
Subject lying down, with one knee raised (variation 2).
train/pose-1st-iteration/lying-sit.jpg
Subject in a lying-to-sitting transition pose.
train/pose-1st-iteration/rubbish.jpg
An excluded/discard shot - not a usable pose example (kept for completeness).
train/pose-1st-iteration/sit-about-to-stand.jpg
Subject sitting, about to stand up.
train/pose-1st-iteration/sit-back.jpg
Subject sitting, leaning back.
train/pose-1st-iteration/sit-bend.jpg
Subject sitting, in a bent/hunched posture.
train/pose-1st-iteration/sit-both-knee-up.jpg
Subject sitting, with both knees raised.
train/pose-1st-iteration/sit-feet-high.jpg
Subject sitting, with feet raised high.
train/pose-1st-iteration/sit-feet-on-table.jpg
Subject sitting, with feet resting on a table.
train/pose-1st-iteration/sit-feet-raised-shoulder-down.jpg
Subject sitting, with feet raised and shoulders lowered.
train/pose-1st-iteration/sit-fold.jpg
Subject sitting, in a folded-up position.
train/pose-1st-iteration/sit-hands-up.jpg
Subject sitting, with hands raised.
train/pose-1st-iteration/sit-knee-raised.jpg
Subject sitting, with a knee raised.
train/pose-1st-iteration/sit-knee-up-side.jpg
Subject sitting, with a knee raised out to the side.
train/pose-1st-iteration/sit-knee-up.jpg
Subject sitting, with one knee raised.
train/pose-1st-iteration/sit-lace-shoes.jpg
Subject sitting, bending down to tie their shoelaces.
train/pose-1st-iteration/sit-lean-forward.jpg
Subject sitting, leaning forward.
train/pose-1st-iteration/sit-legs-elevated.jpg
Subject sitting, with legs elevated.
train/pose-1st-iteration/sit-legs-stretched.jpg
Subject sitting, with both legs stretched out straight.
train/pose-1st-iteration/sit-legs-stretched2.jpg
Subject sitting, with both legs stretched out straight (variation 2).
train/pose-1st-iteration/sit-legs-stretched3.jpg
Subject sitting, with both legs stretched out straight (variation 3).
train/pose-1st-iteration/sit-legs-up.jpg
Subject sitting, with legs raised up.
train/pose-1st-iteration/sit-legs.jpg
Subject sitting, with legs extended.
train/pose-1st-iteration/sit-lie-feet-on-table-knee-up.jpg
Subject sitting, reclining with feet on a table and one knee raised.
train/pose-1st-iteration/sit-lie-feet-on-table.jpg
Subject reclining (semi-lying) with feet resting on a table.
train/pose-1st-iteration/sit-monk-knee-up-shoulder-down.jpg
Subject sitting, cross-legged (monk-style) with one knee up and shoulders lowered.
train/pose-1st-iteration/sit-monk-knee-up.jpg
Subject sitting, cross-legged (monk-style) with one knee up.
train/pose-1st-iteration/sit-monk.jpg
Subject sitting, cross-legged, monk-style.
train/pose-1st-iteration/sit-openpose-2.jpg
Subject sitting, in a reference pose used for OpenPose-style comparison (variation 2).
train/pose-1st-iteration/sit-openpose.jpg
Subject sitting, in a reference pose used for OpenPose-style comparison.
train/pose-1st-iteration/sit-shoulder-bent-knee-up.jpg
Subject sitting, with shoulders bent forward and one knee raised.
train/pose-1st-iteration/sit.jpg
Subject sitting.
train/pose-1st-iteration/sit3.jpg
Subject sitting (variation 3).
train/pose-1st-iteration/sit4.jpg
Subject sitting (variation 4).
train/pose-1st-iteration/sitting-knee-up.jpg
Subject sitting, with one knee raised.
train/pose-1st-iteration/sitting-up3.jpg
Subject sitting, in the process of standing up (transition pose) (variation 3).
train/pose-1st-iteration/squat-arms-up.jpg
Subject squatting, with arms raised.
train/pose-1st-iteration/squat.jpg
Subject squatting.
train/pose-1st-iteration/squat1.jpg
Subject squatting (variation 1).
train/pose-1st-iteration/squat2.jpg
Subject squatting (variation 2).
train/pose-1st-iteration/squat3.jpg
Subject squatting (variation 3).
train/pose-1st-iteration/squat4.jpg
Subject squatting (variation 4).
train/pose-1st-iteration/squat5.jpg
Subject squatting (variation 5).
train/pose-1st-iteration/squat6.jpg
Subject squatting (variation 6).
train/pose-1st-iteration/stand-1.jpg
Subject standing (variation 1).
train/pose-1st-iteration/stand-2.jpg
Subject standing (variation 2).
train/pose-1st-iteration/stand-arms-out.jpg
Subject standing, with arms held out to the sides.
train/pose-1st-iteration/stand-arms-raised.jpg
Subject standing, with arms raised.
train/pose-1st-iteration/stand-bend-forward.jpg
Subject standing while bending forward at the waist.
train/pose-1st-iteration/stand-bend-sideways.jpg
Subject standing while bending sideways at the waist.
train/pose-1st-iteration/stand-bend-slightly.jpg
Subject standing while bending slightly forward.
train/pose-1st-iteration/stand-elevated.jpg
Subject standing, on an elevated surface or step.
train/pose-1st-iteration/stand-knee-bent-elevated.jpg
Subject standing, with one knee bent and raised onto an elevated surface.
train/pose-1st-iteration/stand-knee-bent-elevated2.jpg
Subject standing, with one knee bent and raised onto an elevated surface (variation 2).
train/pose-1st-iteration/stand-knee-up-side.jpg
Subject standing, with a knee raised out to the side.
train/pose-1st-iteration/stand-knee-up.jpg
Subject standing, with one knee raised.
train/pose-1st-iteration/stand-knee-up1.jpg
Subject standing, with one knee raised (variation 1).
train/pose-1st-iteration/stand-knee-up2.jpg
Subject standing, with one knee raised (variation 2).
train/pose-1st-iteration/stand-knee-up3.jpg
Subject standing, with one knee raised (variation 3).
train/pose-1st-iteration/stand-lean-back1.jpg
Subject standing, leaning backward (variation 1).
train/pose-1st-iteration/stand-lean-back2.jpg
Subject standing, leaning backward (variation 2).
train/pose-1st-iteration/stand-lean-back3.jpg
Subject standing, leaning backward (variation 3).
train/pose-1st-iteration/stand-lean-backward.jpg
Subject standing, leaning backward.
train/pose-1st-iteration/stand-lean-backward2.jpg
Subject standing, leaning backward (variation 2).
train/pose-1st-iteration/stand-lean-backward3.jpg
Subject standing, leaning backward (variation 3).
train/pose-1st-iteration/stand-lean-forward.jpg
Subject standing, leaning forward.
train/pose-1st-iteration/stand-lean-forward1.jpg
Subject standing, leaning forward (variation 1).
train/pose-1st-iteration/stand-lean-forward2.jpg
Subject standing, leaning forward (variation 2).
train/pose-1st-iteration/stand-lean-forward3.jpg
Subject standing, leaning forward (variation 3).
train/pose-1st-iteration/stand-lean-side1.jpg
Subject standing, leaning to the side (variation 1).
train/pose-1st-iteration/stand-legs-apart.jpg
Subject standing, with legs apart.
train/pose-1st-iteration/stand-legs-apart2.jpg
Subject standing, with legs apart (variation 2).
train/pose-1st-iteration/stand-legs-apart3.jpg
Subject standing, with legs apart (variation 3).
train/pose-1st-iteration/stand-legs-apart5.jpg
Subject standing, with legs apart (variation 5).
train/pose-1st-iteration/stand-legs-apart6.jpg
Subject standing, with legs apart (variation 6).
train/pose-1st-iteration/stand-legs-apart7.jpg
Subject standing, with legs apart (variation 7).
train/pose-1st-iteration/stand-legs-apart8.jpg
Subject standing, with legs apart (variation 8).
train/pose-1st-iteration/stand-legs-apart9.jpg
Subject standing, with legs apart (variation 9).
train/pose-1st-iteration/stand-legs-bow2.jpg
Subject standing, with legs in a bow stance (variation 2).
train/pose-1st-iteration/stand-legs-bow3.jpg
Subject standing, with legs in a bow stance (variation 3).
train/pose-1st-iteration/stand-legs-bow4.jpg
Subject standing, with legs in a bow stance (variation 4).
train/pose-1st-iteration/stand-one-leg-hidden.jpg
Subject standing, with one leg hidden/occluded from camera view.
train/pose-1st-iteration/stand.jpg
Subject standing.
train/pose-1st-iteration/stand3.jpg
Subject standing (variation 3).
train/pose-1st-iteration/stand4.jpg
Subject standing (variation 4).
train/pose-1st-iteration/stand5.jpg
Subject standing (variation 5).
train/pose-1st-iteration/stand6.jpg
Subject standing (variation 6).
train/pose-1st-iteration/stand7.jpg
Subject standing (variation 7).
train/pose-1st-iteration/standing-up-1.jpg
Subject in the process of standing up (transition pose), variation 1.
train/pose-1st-iteration/standing-up.jpg
Subject standing, in the process of standing up (transition pose).
train/pose-1st-iteration/standing-up2.jpg
Subject standing, in the process of standing up (transition pose) (variation 2).
train/pose-1st-iteration/standing-up3.jpg
Subject standing, in the process of standing up (transition pose) (variation 3).
train/pose/ (113 images + 11 CSVs)
Final-pass captures of the 113 static pose images (the versions the dissertation's headline results are computed from), plus the derived feature/classifier CSVs. Most images are identical to train/pose-1st-iteration/; a few were renamed to describe the pose more precisely (e.g. stand-knee-up3.jpg became stand-knee-up3-ocluded.jpg).
train/pose/features_output.csv
Final-pass MediaPipe-derived static-pose features for all 113 images (13 columns - see the column descriptions). This is the primary feature file; the model1_/model2_ variants alongside are rule-variant comparisons, and an earlier pass lives in train/pose-1st-iteration/.
train/pose/features_output_predicted.csv
features_output.csv plus the rule-based classifier's label/predicted_label columns - the file behind the 74.3% static-posture accuracy shown in the demo notebook.
train/pose/grouped_kmeans_static_pose_boundingbox_data.csv
K-means cluster summary (min/max/mean/count of pose bounding-box aspect ratio per cluster) across the 113 images. Note: pandas multi-index export - data row 0 holds the sub-column labels ('min'/'max'/'mean'/'count'), skip it when loading.
train/pose/grouped_static_pose_boundingbox_data.csv
Overall mean pose bounding-box aspect ratio, relative width, and relative height across the 113 images. Same multi-index export quirk: data row 0 holds the sub-column label ('mean').
train/pose/model1_features_output.csv
Static-pose features computed with rule-variant 1 of the feature extractor (the model parameter of get_features in the ai-posture-monitor package); kept for comparison against the primary output.
train/pose/model1_features_output_predicted.csv
model1_features_output.csv plus the classifier's label/predicted_label columns.
train/pose/model2_features_output.csv
Static-pose features computed with rule-variant 2 of the feature extractor - the variant the primary features_output.csv is based on.
train/pose/model2_features_output_predicted.csv
model2_features_output.csv plus the classifier's label/predicted_label columns.
train/pose/static_pose_boundingbox_data.csv
Per-image pose bounding-box geometry (frame size, aspect ratio, relative width/height) computed from the focused keypoint subset (shoulders/hips/knees/ankles).
train/pose/static_pose_boundingbox_data_all_keypoints.csv
Per-image pose bounding-box geometry computed from all 33 MediaPipe keypoints (vs. the focused subset used in static_pose_boundingbox_data.csv).
train/pose/static_pose_boundingbox_data_bounding_box_size_predicted.csv
Bounding-box geometry plus ground-truth label and a bounding-box-aspect-ratio-only posture predicted_label - the fallback classifier for images where MediaPipe landmark detection fails (e.g. some lying/occluded poses).
train/pose/bend-2.jpg
Subject bending at the waist (variation 2).
train/pose/bend-backwards.jpg
Subject bending at the waist, bending backwards.
train/pose/bend-forward.jpg
Subject bending at the waist, leaning forward.
train/pose/bend-lean-back1.jpg
Subject bending at the waist, leaning backward (variation 1).
train/pose/bend-lean-forward1.jpg
Subject bending at the waist, leaning forward (variation 1).
train/pose/bend-proper.jpg
Subject bending at the waist, in correct/reference form.
train/pose/bend-sit-lace-shoes.jpg
Subject bending down from a seated position to tie their shoelaces.
train/pose/bend-touch-toes.jpg
Subject bending at the waist, reaching down to touch their toes.
train/pose/bend.jpg
Subject bending at the waist.
train/pose/climb.jpg
Subject in a climbing posture (stepping up onto or over an object).
train/pose/fall.jpg
Subject in a fallen position, simulating a fall event.
train/pose/getting-up.jpg
Subject mid-transition, getting up from a seated or lying position.
train/pose/lie-2.jpg
Subject lying down (variation 2).
train/pose/lie-on-chair-feet-on-table-knee-up.jpg
Subject reclining on a chair with feet on a table and one knee raised.
train/pose/lie-sit-feet-on-table.jpg
Subject reclining (semi-lying) with feet resting on a table.
train/pose/lie.jpg
Subject lying down.
train/pose/lying-face-down.jpg
Subject lying down, face-down (prone position).
train/pose/lying-feet-down.jpg
Subject lying down, with feet down.
train/pose/lying-feet-raised.jpg
Subject lying down, with feet raised.
train/pose/lying-fold-backward.jpg
Subject lying down, folded backward.
train/pose/lying-fold.jpg
Subject lying down, in a folded-up position.
train/pose/lying-front.jpg
Subject lying down, on their front.
train/pose/lying-knee-up.jpg
Subject lying down, with one knee raised.
train/pose/lying-knee-up2.jpg
Subject lying down, with one knee raised (variation 2).
train/pose/lying-on-chair-feet-on-table.jpg
Subject reclining on a chair with feet resting on a table.
train/pose/lying-sit.jpg
Subject in a lying-to-sitting transition pose.
train/pose/rubbish.jpg
An excluded/discard shot - not a usable pose example (kept for completeness).
train/pose/sit-about-to-stand.jpg
Subject sitting, about to stand up.
train/pose/sit-back.jpg
Subject sitting, leaning back.
train/pose/sit-bend.jpg
Subject sitting, in a bent/hunched posture.
train/pose/sit-both-knee-up.jpg
Subject sitting, with both knees raised.
train/pose/sit-feet-high.jpg
Subject sitting, with feet raised high.
train/pose/sit-feet-raised-shoulder-down.jpg
Subject sitting, with feet raised and shoulders lowered.
train/pose/sit-fold.jpg
Subject sitting, in a folded-up position.
train/pose/sit-hands-up.jpg
Subject sitting, with hands raised.
train/pose/sit-knee-raised.jpg
Subject sitting, with a knee raised.
train/pose/sit-knee-up-side.jpg
Subject sitting, with a knee raised out to the side.
train/pose/sit-knee-up.jpg
Subject sitting, with one knee raised.
train/pose/sit-lean-forward.jpg
Subject sitting, leaning forward.
train/pose/sit-legs-elevated.jpg
Subject sitting, with legs elevated.
train/pose/sit-legs-stretched.jpg
Subject sitting, with both legs stretched out straight.
train/pose/sit-legs-stretched2.jpg
Subject sitting, with both legs stretched out straight (variation 2).
train/pose/sit-legs-stretched3.jpg
Subject sitting, with both legs stretched out straight (variation 3).
train/pose/sit-legs-up.jpg
Subject sitting, with legs raised up.
train/pose/sit-legs.jpg
Subject sitting, with legs extended.
train/pose/sit-monk-knee-up-shoulder-down.jpg
Subject sitting, cross-legged (monk-style) with one knee up and shoulders lowered.
train/pose/sit-monk-knee-up.jpg
Subject sitting, cross-legged (monk-style) with one knee up.
train/pose/sit-monk.jpg
Subject sitting, cross-legged, monk-style.
train/pose/sit-on-bed-chest-raised.jpg
Subject on a bed with chest raised - a pose between lying down and sitting up.
train/pose/sit-openpose-2.jpg
Subject sitting, in a reference pose used for OpenPose-style comparison (variation 2).
train/pose/sit-openpose.jpg
Subject sitting, in a reference pose used for OpenPose-style comparison.
train/pose/sit-shoulder-bent-knee-up.jpg
Subject sitting, with shoulders bent forward and one knee raised.
train/pose/sit-standing-up-1.jpg
Subject rising from a seat - a sit-to-stand transition pose (variation 1).
train/pose/sit.jpg
Subject sitting.
train/pose/sit3.jpg
Subject sitting (variation 3).
train/pose/sit4.jpg
Subject sitting (variation 4).
train/pose/sitting-knee-up.jpg
Subject sitting, with one knee raised.
train/pose/sitting-up3.jpg
Subject sitting, in the process of standing up (transition pose) (variation 3).
train/pose/squat-arms-up.jpg
Subject squatting, with arms raised.
train/pose/squat.jpg
Subject squatting.
train/pose/squat1.jpg
Subject squatting (variation 1).
train/pose/squat2.jpg
Subject squatting (variation 2).
train/pose/squat3.jpg
Subject squatting (variation 3).
train/pose/squat4.jpg
Subject squatting (variation 4).
train/pose/squat5.jpg
Subject squatting (variation 5).
train/pose/squat6.jpg
Subject squatting (variation 6).
train/pose/stand-1.jpg
Subject standing (variation 1).
train/pose/stand-2.jpg
Subject standing (variation 2).
train/pose/stand-arms-out.jpg
Subject standing, with arms held out to the sides.
train/pose/stand-arms-raised.jpg
Subject standing, with arms raised.
train/pose/stand-bend-forward.jpg
Subject standing while bending forward at the waist.
train/pose/stand-bend-sideways.jpg
Subject standing while bending sideways at the waist.
train/pose/stand-bend-slightly.jpg
Subject standing while bending slightly forward.
train/pose/stand-elevated.jpg
Subject standing, on an elevated surface or step.
train/pose/stand-knee-bent-elevated.jpg
Subject standing, with one knee bent and raised onto an elevated surface.
train/pose/stand-knee-bent-elevated2.jpg
Subject standing, with one knee bent and raised onto an elevated surface (variation 2).
train/pose/stand-knee-up-side.jpg
Subject standing, with a knee raised out to the side.
train/pose/stand-knee-up.jpg
Subject standing, with one knee raised.
train/pose/stand-knee-up1.jpg
Subject standing, with one knee raised (variation 1).
train/pose/stand-knee-up2.jpg
Subject standing, with one knee raised (variation 2).
train/pose/stand-knee-up3-ocluded.jpg
Subject standing with one knee raised, partially occluded from camera view (variation 3).
train/pose/stand-lean-back1.jpg
Subject standing, leaning backward (variation 1).
train/pose/stand-lean-back2.jpg
Subject standing, leaning backward (variation 2).
train/pose/stand-lean-back3.jpg
Subject standing, leaning backward (variation 3).
train/pose/stand-lean-backward.jpg
Subject standing, leaning backward.
train/pose/stand-lean-backward2.jpg
Subject standing, leaning backward (variation 2).
train/pose/stand-lean-backward3.jpg
Subject standing, leaning backward (variation 3).
train/pose/stand-lean-forward.jpg
Subject standing, leaning forward.
train/pose/stand-lean-forward1.jpg
Subject standing, leaning forward (variation 1).
train/pose/stand-lean-forward2.jpg
Subject standing, leaning forward (variation 2).
train/pose/stand-lean-forward3.jpg
Subject standing, leaning forward (variation 3).
train/pose/stand-lean-side1.jpg
Subject standing, leaning to the side (variation 1).
train/pose/stand-legs-apart.jpg
Subject standing, with legs apart.
train/pose/stand-legs-apart2.jpg
Subject standing, with legs apart (variation 2).
train/pose/stand-legs-apart3.jpg
Subject standing, with legs apart (variation 3).
train/pose/stand-legs-apart5.jpg
Subject standing, with legs apart (variation 5).
train/pose/stand-legs-apart6.jpg
Subject standing, with legs apart (variation 6).
train/pose/stand-legs-apart7.jpg
Subject standing, with legs apart (variation 7).
train/pose/stand-legs-apart8.jpg
Subject standing, with legs apart (variation 8).
train/pose/stand-legs-apart9.jpg
Subject standing, with legs apart (variation 9).
train/pose/stand-legs-bow2.jpg
Subject standing, with legs in a bow stance (variation 2).
train/pose/stand-legs-bow3.jpg
Subject standing, with legs in a bow stance (variation 3).
train/pose/stand-legs-bow4.jpg
Subject standing, with legs in a bow stance (variation 4).
train/pose/stand-one-leg-hidden.jpg
Subject standing, with one leg hidden/occluded from camera view.
train/pose/stand.jpg
Subject standing.
train/pose/stand3.jpg
Subject standing (variation 3).
train/pose/stand4.jpg
Subject standing (variation 4).
train/pose/stand5.jpg
Subject standing (variation 5).
train/pose/stand6.jpg
Subject standing (variation 6).
train/pose/stand7.jpg
Subject standing (variation 7).
train/pose/standing-up.jpg
Subject standing, in the process of standing up (transition pose).
train/pose/standing-up2.jpg
Subject standing, in the process of standing up (transition pose) (variation 2).
train/pose/standing-up3.jpg
Subject standing, in the process of standing up (transition pose) (variation 3).
train/results of static pose classifier on training videos/
Per-frame output of the same rule-based static-posture classifier behind features_output_predicted.csv, run across motion-triggered frames of the 3 training videos. This run predates the fall-detection/temporal-smoothing layer described in the project README, so these files cover static posture classification only (no fall/fall_watch/smooth_prediction columns - see column descriptions for the full per-column schema).
train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_1_results.csv
Per-frame output for hr_fall_detection_1.mp4: 807 motion-triggered frames (frame indices 28-1508); a pose was successfully detected and classified on 132 of them (16%), with predictions of stand/sit.
train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_2_results.csv
Per-frame output for hr_fall_detection_2.mp4: 5,741 motion-triggered frames (frame indices 1-6200); a pose was successfully detected and classified on 4,676 of them (81%), with predictions of sit/stand/lie.
train/results of static pose classifier on training videos/hr_fall_detection_static_pose_class_on_video_3_results.csv
Per-frame output for hr_fall_detection_3.mp4: 8,743 motion-triggered frames (frame indices 52-11826); a pose was successfully detected and classified on 8,108 of them (93%), with predictions of sit/stand/lie.
Note: this matches the live Kaggle dataset's current structure/paths. The local OneDrive copy of train/pose-1st-iteration/ nests the two CSVs under a results/ subfolder, and the local per-frame results files are named static_pose_class_on_video_hr_fall_detection_N_results.csv (reversed word order vs. Kaggle's hr_fall_detection_static_pose_class_on_video_N_results.csv) - same content, different path/name. This divergence between the local copy and the published dataset was flagged earlier and deferred; the descriptions above use Kaggle's actual paths.