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results/day_6_1fps/action_classes.json

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+{
+ "...puts papers in backpack...": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "...reads paper while talking on phone...": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "enters the room": {
+  "class": "moving",
+  "source": "keyword"
+ },
+ "explains a diagram on the whiteboard while standing, then sits down at the desk": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "falls to the floor": {
+  "class": "moving",
+  "source": "llm"
+ },
+ "gets up from the floor": {
+  "class": "moving",
+  "source": "llm"
+ },
+ "leans back in chair and looks at the woman": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "leans back in chair, talking to the other person": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "leans forward and works on computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "leans on the desk, looking at the computer screen": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "looks at the computer screen": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "moves his hands to his waist": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "places backpack on floor": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "puts book down": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "puts on jacket": {
+  "class": "active_stationary",
+  "source": "keyword"
+ },
+ "puts on safety vest": {
+  "class": "active_stationary",
+  "source": "keyword"
+ },
+ "puts papers in backpack": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "reaches for backpack": {
+  "class": "active_stationary",
+  "source": "keyword"
+ },
+ "reads a book": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "reads a paper": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "reads paper, then puts it down and talks to woman": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at a desk using a computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at desk and talks to another man": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at desk, talking to woman": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk using a computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk working on a computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk working on computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk, working on a computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "sits at the desk, working on the computer and occasionally looking up to interact with the other man": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "stands near the desk, observing the other person": {
+  "class": "active_stationary",
+  "source": "keyword"
+ },
+ "stands near the desk, occasionally touching his head or adjusting his clothing while observing the computer screen": {
+  "class": "active_stationary",
+  "source": "keyword"
+ },
+ "talks on phone": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "touches head": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "touches his head": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "types on the keyboard": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "uses computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "uses mouse to navigate on computer screen": {
+  "class": "active_stationary",
+  "source": "llm"
+ },
+ "uses phone": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "uses the computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "works at the computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "works on computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ },
+ "works on the computer": {
+  "class": "sedentary",
+  "source": "keyword"
+ }
+}

results/day_6_1fps/json_summary/daily_report.json

@@ -0,0 +1,283 @@
+{
+  "schema_version": "1.0.0",
+  "resident_id": "resident",
+  "date": "2026-08-07",
+  "timezone": "America/Vancouver",
+  "source": {
+    "summary_dir": "/mnt/ssd4tb/code/code/tencent/Tencent_Fall_Detection/runs/test_video/day_6_1fps/json_summary",
+    "video_path": null,
+    "duration_seconds": 12652.0,
+    "start_time": "2026-08-07T09:00:00-07:00",
+    "end_time": "2026-08-07T12:30:52-07:00",
+    "wall_clock": true
+  },
+  "resident": {
+    "person": "Person A",
+    "display_name": "the resident",
+    "description": "elderly, man, blue top, grey short hair, glasses"
+  },
+  "people": [
+    {
+      "person": "Person A",
+      "label": "RESIDENT",
+      "description": "elderly, man, blue top, grey short hair, glasses",
+      "present_minutes": 153.2,
+      "present_spans": [
+        [
+          "09:59:07",
+          "10:45:03"
+        ],
+        [
+          "10:59:07",
+          "12:27:53"
+        ]
+      ]
+    },
+    {
+      "person": "Person B",
+      "label": "VISITOR",
+      "description": "adult, woman, brown top, dark long hair",
+      "present_minutes": 32.4,
+      "present_spans": [
+        [
+          "10:16:42",
+          "10:49:07"
+        ]
+      ]
+    },
+    {
+      "person": "Person C",
+      "label": "VISITOR",
+      "description": "adult, man, grey top, dark short hair",
+      "present_minutes": 10.3,
+      "present_spans": [
+        [
+          "11:19:07",
+          "11:29:25"
+        ]
+      ]
+    }
+  ],
+  "overview_metrics": [
+    {
+      "id": "safety",
+      "label": "Safety",
+      "value": "1 fall",
+      "secondary_value": "1 alert",
+      "status": "attention",
+      "icon": "shield"
+    },
+    {
+      "id": "activity",
+      "label": "Activity",
+      "value": "25m",
+      "secondary_value": "Active time",
+      "status": "normal",
+      "icon": "walking"
+    },
+    {
+      "id": "routine",
+      "label": "Routine",
+      "value": "Different from usual",
+      "secondary_value": "vs. 1-day average",
+      "status": "attention",
+      "icon": "routine"
+    },
+    {
+      "id": "attention",
+      "label": "Attention",
+      "value": "1 event",
+      "secondary_value": "to review",
+      "status": "attention",
+      "icon": "notification"
+    },
+    {
+      "id": "coverage",
+      "label": "Coverage",
+      "value": "15%",
+      "secondary_value": "Monitoring",
+      "status": "normal",
+      "icon": "camera"
+    }
+  ],
+  "timeline": [
+    {
+      "event_id": "event_001",
+      "start_time": "2026-08-07T09:59:07-07:00",
+      "end_time": "2026-08-07T10:09:07-07:00",
+      "activity_type": "arriving",
+      "title": "Arriving",
+      "description": "The resident enters the room, places backpack on the floor, and begins working at the computer."
+    },
+    {
+      "event_id": "event_002",
+      "start_time": "2026-08-07T10:09:07-07:00",
+      "end_time": "2026-08-07T11:32:20-07:00",
+      "activity_type": "working",
+      "title": "Working",
+      "description": "The resident continues working on the computer, occasionally interacting with another person, and making brief movements like touching the head or adjusting clothing."
+    },
+    {
+      "event_id": "event_003",
+      "start_time": "2026-08-07T10:16:42-07:00",
+      "end_time": "2026-08-07T10:45:03-07:00",
+      "activity_type": "visitor",
+      "title": "Talking with visitor",
+      "description": "The resident talks with Person B."
+    },
+    {
+      "event_id": "event_004",
+      "start_time": "2026-08-07T11:19:07-07:00",
+      "end_time": "2026-08-07T11:29:25-07:00",
+      "activity_type": "visitor",
+      "title": "Talking with visitor",
+      "description": "The resident talks with Person C."
+    },
+    {
+      "event_id": "event_005",
+      "start_time": "2026-08-07T11:32:20-07:00",
+      "end_time": "2026-08-07T11:32:30-07:00",
+      "activity_type": "fall",
+      "title": "Fall",
+      "description": "The resident is sitting at a desk, then suddenly leans forward and collapses onto the floor, lying face down with his arms extended."
+    },
+    {
+      "event_id": "event_006",
+      "start_time": "2026-08-07T11:32:30-07:00",
+      "end_time": "2026-08-07T12:27:53-07:00",
+      "activity_type": "working",
+      "title": "Working",
+      "description": "The resident resumes working after the fall."
+    }
+  ],
+  "narrative_summary": {
+    "short_summary": "At 09:59:07, the resident enters the room, places his backpack on the floor, and begins working at the computer. He continues working, occasionally interacting with another person and making brief movements like touching his head or adjusting his clothing. At 10:16:42, he talks with a visitor, an adult woman in a brown top with dark long hair. Later, at 11:19:07, he speaks with another visitor, an adult man in a grey top with dark short hair. At 11:32:20, the resident falls while sitting at a desk, suddenly leaning forward and collapsing onto the floor, lying face down with his arms extended. He resumes working after the fall.",
+    "full_summary": "The resident entered the room at 09:59:07, placed his backpack on the floor, and began working at the computer. From 10:09:07 to 11:32:20, he continued working on the computer, occasionally interacting with another person and making brief movements such as touching his head or adjusting his clothing. At 10:16:42, the resident talked with a visitor, who was an adult woman wearing a brown top and had dark long hair. The conversation lasted until 10:45:03. Later, at 11:19:07, the resident talked with another visitor, who was an adult man wearing a grey top and had dark short hair. This conversation ended at 11:29:25. At 11:32:20, the resident was sitting at a desk when he suddenly leaned forward and collapsed onto the floor, lying face down with his arms extended. From 11:32:30 to 12:27:53, the resident resumed working at the computer after the fall.",
+    "key_observations": [
+      "A verified fall was detected at 11:32:20.",
+      "2 visitors were present (total about 43 minutes).",
+      "Active time was 92% higher than the previous-days average.",
+      "Longest visible inactive period was 21 minutes."
+    ]
+  },
+  "routine_comparison": {
+    "baseline_window_days": 1,
+    "overall_assessment": "different_from_usual",
+    "metrics": [
+      {
+        "metric": "active_time_minutes",
+        "label": "Active time",
+        "today_value": 25,
+        "baseline_value": 13.0,
+        "unit": "minutes",
+        "change_percent": 92.3,
+        "status": "higher_than_usual"
+      },
+      {
+        "metric": "moving_time_minutes",
+        "label": "Time moving",
+        "today_value": 0,
+        "baseline_value": 1.0,
+        "unit": "minutes",
+        "change_percent": -100.0,
+        "status": "lower_than_usual"
+      },
+      {
+        "metric": "longest_inactive_minutes",
+        "label": "Longest inactive period",
+        "today_value": 21,
+        "baseline_value": 25.0,
+        "unit": "minutes",
+        "change_percent": -16.0,
+        "status": "slightly_lower"
+      },
+      {
+        "metric": "visitor_count",
+        "label": "Visitors",
+        "today_value": 2,
+        "baseline_value": 4.0,
+        "unit": "count",
+        "change_percent": -50.0,
+        "status": "lower_than_usual"
+      }
+    ]
+  },
+  "activity_statistics": {
+    "first_activity_time": "2026-08-07T09:59:07-07:00",
+    "last_activity_time": "2026-08-07T12:27:53-07:00",
+    "active_time_minutes": 25,
+    "moving_time_minutes": 0,
+    "active_period_count": 9,
+    "longest_inactive_period_minutes": 21,
+    "visitor_count": 2,
+    "fall_count": 1
+  },
+  "suggested_questions": [
+    {
+      "question_id": "q_lunch",
+      "text": "Did he eat lunch today?",
+      "answer": "Not observed on camera.",
+      "evidence_event_ids": []
+    },
+    {
+      "question_id": "q_visitors",
+      "text": "Did anyone visit today?",
+      "answer": "Yes, two visitors: 1) adult, woman, brown top, dark long hair arrived 10:16:42 and left 10:49:07 (approx. 32 minutes). 2) adult, man, grey top, dark short hair arrived 11:19:07 and left 11:29:25 (approx. 10 minutes).",
+      "evidence_event_ids": [
+        "event_003",
+        "event_004"
+      ]
+    },
+    {
+      "question_id": "q_activity",
+      "text": "Was he less active than usual?",
+      "answer": "Today he was active for 25 minutes, compared with an average of 13 minutes over the previous days.",
+      "evidence_event_ids": []
+    },
+    {
+      "question_id": "q_time_1100",
+      "text": "What happened at 11:00 AM?",
+      "answer": "The resident was working on the computer, occasionally interacting with another person, and making brief movements like touching the head or adjusting clothing.",
+      "evidence_event_ids": [
+        "event_002"
+      ]
+    }
+  ],
+  "open_questions": {
+    "enabled": true,
+    "context_source": [
+      "people",
+      "timeline",
+      "activity_statistics",
+      "routine_comparison.metrics",
+      "verified_falls"
+    ],
+    "additional_context": "time-scoped per-person activity slice from segments_structured.json when the question mentions a clock time",
+    "interface": "videomind/eval/answer_question.py",
+    "fallback_answer": "Insufficient information in today's summary.",
+    "response_fields": [
+      "question",
+      "answer",
+      "confidence",
+      "evidence_event_ids"
+    ],
+    "example": {
+      "question": "Did he fall today?",
+      "answer": "Yes, he fell today. Event_005 indicates that the resident fell at 11:32:20.",
+      "confidence": "high",
+      "evidence_event_ids": [
+        "event_005"
+      ]
+    }
+  },
+  "verified_falls": [
+    {
+      "start_time": "2026-08-07T11:32:20-07:00",
+      "end_time": "2026-08-07T11:32:30-07:00",
+      "person": "Person A",
+      "description": "A man in a blue sweater and beige pants is sitting at a desk, then suddenly leans forward and collapses onto the floor, lying face down with his arms extended. He remains motionless on the floor for the rest of the clip."
+    }
+  ],
+  "llm_seconds": 15.8,
+  "disclaimer": "This summary was generated from camera-based VLM analysis. It may not capture every activity and does not provide a medical diagnosis."
+}

results/day_6_1fps/json_summary/daily_summary.txt

@@ -0,0 +1,17 @@
+People:
+- Person A - resident (elderly, man, blue top, grey short hair, glasses); present 00:59:07-01:17:42, 01:19:07-01:45:03, 01:59:07-03:27:53 (153 min total)
+- Person B - visitor (adult, woman, brown top, dark long hair); present 01:16:42-01:49:07 (32 min total)
+- Person C - visitor (adult, man, grey top, dark short hair); present 02:19:07-02:29:25 (10 min total)
+
+1. Timeline:  
+00:00:00 - 00:59:07: Nobody visible on camera.
+00:59:07 - 01:17:42: Person A enters the room, places a backpack on the floor, sits at the desk, and works on a computer.
+01:19:07 - 01:45:03: Person A sits at the desk, talks to Person B, reads a paper, explains a diagram on the whiteboard, and continues working on the computer.
+01:45:03 - 02:09:07: Person A stands near the desk, observes the other person, and resumes working on the computer.
+02:09:07 - 02:19:07: Person A sits at the desk, works on the computer, and occasionally interacts with the other man.
+02:19:07 - 02:29:07: Person A sits at the desk and talks to Person C.
+02:29:07 - 02:39:07: Person A works on the computer, then falls to the floor, gets up, and resumes working.
+02:39:07 - 03:27:53: Person A sits at the desk, works on the computer, touches his head, and prepares to leave by putting on a jacket and safety vest.
+
+2. Notable events:  
+02:32:20 - 02:32:30: Person A falls to the floor face down after leaning forward while sitting at the desk. He remains motionless for the rest of the clip.

results/day_6_1fps/json_summary/reduce_log.txt

@@ -0,0 +1,76 @@
+Person A - RESIDENT (elderly, man, blue top, grey short hair, glasses). Present 00:59:07-01:17:42, 01:19:07-01:45:03, 01:59:07-03:27:53.
+  [00:59:07 - 00:59:12] enters the room
+  [00:59:12 - 00:59:19] places backpack on floor
+  [00:59:19 - 00:59:24] sits at the desk
+  [00:59:24 - 01:09:07] works at the computer
+  [01:09:07 - 01:09:07] reaches for backpack
+  [01:09:07 - 01:09:07] ...
+  [01:09:07 - 01:16:42] sits at the desk working on a computer
+  [01:16:42 - 01:16:49] uses phone
+  [01:16:49 - 01:17:23] looks at the computer screen
+  [01:17:23 - 01:17:36] uses phone
+  [01:17:36 - 01:17:42] **
+  [01:19:07 - 01:27:52] sits at desk, talking to woman
+  [01:27:52 - 01:29:07] reads paper, then puts it down and talks to woman
+  [01:29:07 - 01:39:05] explains a diagram on the whiteboard while standing, then sits down at the desk
+  [01:39:07 - 01:39:22] sits at the desk using a computer
+  [01:39:22 - 01:40:30] types on the keyboard
+  [01:40:30 - 01:41:54] uses mouse to navigate on computer screen
+  [01:41:54 - 01:42:55] leans back in chair and looks at the woman
+  [01:42:55 - 01:45:03] uses mouse to navigate on computer screen
+  [01:59:07 - 02:09:07] stands near the desk, observing the other person
+  [01:59:07 - 02:09:07] sits at the desk, working on a computer
+  [02:05:53 - 02:09:07] leans forward and works on computer
+  [02:09:07 - 02:09:07] touches his head
+  [02:09:07 - 02:09:07] moves his hands to his waist
+  [02:09:07 - 02:09:07] leans on the desk, looking at the computer screen
+  [02:09:07 - 02:09:07] ...
+  [02:09:07 - 02:09:07] leans back in chair, talking to the other person
+  [02:09:07 - 02:09:07] leans forward and works on computer
+  [02:09:07 - 02:09:07] leans back in chair, talking to the other person
+  [02:09:07 - 02:19:07] sits at the desk, working on the computer and occasionally looking up to interact with the other man
+  [02:09:07 - 02:19:07] stands near the desk, occasionally touching his head or adjusting his clothing while observing the computer screen
+  [02:19:07 - 02:29:07] sits at desk and talks to another man
+  [02:29:07 - 02:29:07] works on computer
+  [02:29:07 - 02:29:10] sits at the desk
+  [02:29:10 - 02:39:07] works on the computer
+  [02:32:20 - 02:32:30] FALL (verified) - Person A (RESIDENT): A man in a blue sweater and beige pants is sitting at a desk, then suddenly leans forward and collapses onto the floor, lying face down with his arms extended. He remains motionless on the floor for the rest of the clip.
+  [02:39:03 - 02:39:07] ...
+  [02:39:07 - 02:39:07] falls to the floor
+  [02:39:07 - 02:39:07] gets up from the floor
+  [02:39:07 - 02:49:07] sits at a desk using a computer
+  [02:49:07 - 02:49:07] uses phone
+  [02:49:07 - 02:49:07] uses computer
+  [02:49:07 - 02:49:07] ...
+  [02:49:07 - 02:59:07] sits at a desk using a computer
+  [02:59:07 - 02:59:07] touches head
+  [02:59:07 - 02:59:07] uses computer
+  [02:59:07 - 02:59:07] touches head
+  [02:59:07 - 02:59:07] ...
+  [02:59:07 - 03:09:07] sits at the desk using a computer
+  [03:09:07 - 03:09:07] uses the computer
+  [03:09:07 - 03:09:07] ...
+  [03:09:07 - 03:19:07] sits at the desk working on computer
+  [03:19:07 - 03:19:07] reads a book
+  [03:19:07 - 03:19:07] puts book down
+  [03:19:07 - 03:27:53] sits at the desk working on computer
+  [03:27:53 - 03:27:53] reads a paper
+  [03:27:53 - 03:27:53] puts papers in backpack
+  [03:27:53 - 03:27:53] puts on jacket
+  [03:27:53 - 03:27:53] puts on safety vest
+  [03:27:53 - 03:27:53] talks on phone
+  [03:27:53 - 03:27:53] ...reads paper while talking on phone...
+  [03:27:53 - 03:27:53] ...puts papers in backpack...
+
+Person B - VISITOR (adult, woman, brown top, dark long hair). Present 01:16:42-01:49:07.
+  [01:16:42 - 01:19:07] enters the room, sits on a chair, and talks to the man
+  [01:19:07 - 01:29:07] ...
+  [01:29:07 - 01:41:54] reads a book while sitting on a chair
+  [01:41:54 - 01:49:07] sits and listens to the man
+
+Person C - VISITOR (adult, man, grey top, dark short hair). Present 02:19:07-02:29:25.
+  [02:19:07 - 02:29:07] ** stands and talks to man at desk **
+  [02:29:07 - 02:29:07] ** walks away from desk **
+  [02:29:07 - 02:29:25] walks away from the desk
+
+Not visible on camera: 00:00:00-00:59:07, 02:59:07-03:09:06, 03:27:53-03:30:52

results/day_6_1fps/json_summary/segments_structured.json

@@ -0,0 +1,1097 @@
+{
+ "schema_version": 1,
+ "segments": [
+  {
+   "start": 0.0,
+   "end": 3547.0,
+   "skipped": true,
+   "index": 0,
+   "normalized": {
+    "people": [],
+    "empty": []
+   },
+   "raw_response": null,
+   "conformance_errors": [],
+   "parse_error": null,
+   "stats": null,
+   "guided": true
+  },
+  {
+   "start": 3547.0,
+   "end": 4147.0,
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results/day_6_1fps/json_summary/summary.json

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+  "segment_vlm_seconds_avg": 30.51,
+  "num_activities": 69,
+  "num_persons": 3,
+  "num_verified_falls": 1,
+  "vlm_model": "Qwen/Qwen3-VL-4B-Instruct-FP8",
+  "summary_model": "Qwen/Qwen3-8B-FP8",
+  "segments_json": "/mnt/ssd4tb/code/code/tencent/Tencent_Fall_Detection/runs/test_video/day_6_1fps/json_summary/segments_structured.json",
+  "daily_summary": "People:\n- Person A - resident (elderly, man, blue top, grey short hair, glasses); present 00:59:07-01:17:42, 01:19:07-01:45:03, 01:59:07-03:27:53 (153 min total)\n- Person B - visitor (adult, woman, brown top, dark long hair); present 01:16:42-01:49:07 (32 min total)\n- Person C - visitor (adult, man, grey top, dark short hair); present 02:19:07-02:29:25 (10 min total)\n\n1. Timeline:  \n00:00:00 - 00:59:07: Nobody visible on camera.\n00:59:07 - 01:17:42: Person A enters the room, places a backpack on the floor, sits at the desk, and works on a computer.\n01:19:07 - 01:45:03: Person A sits at the desk, talks to Person B, reads a paper, explains a diagram on the whiteboard, and continues working on the computer.\n01:45:03 - 02:09:07: Person A stands near the desk, observes the other person, and resumes working on the computer.\n02:09:07 - 02:19:07: Person A sits at the desk, works on the computer, and occasionally interacts with the other man.\n02:19:07 - 02:29:07: Person A sits at the desk and talks to Person C.\n02:29:07 - 02:39:07: Person A works on the computer, then falls to the floor, gets up, and resumes working.\n02:39:07 - 03:27:53: Person A sits at the desk, works on the computer, touches his head, and prepares to leave by putting on a jacket and safety vest.\n\n2. Notable events:  \n02:32:20 - 02:32:30: Person A falls to the floor face down after leaning forward while sitting at the desk. He remains motionless for the rest of the clip."
+}

results/day_6_1fps/stgcn/day_6_1fps_demo.json

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+}

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results/day_6_1fps/stgcn/day_6_1fps_demo_verified.mp4

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