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egoDailyDatabase/images/subject2/eating/eating1/frame24465.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
1,920
1,080
[{"side":"left","x1":205.0,"y1":603.0,"x2":774.0,"y2":972.0}]
"[{\"side\":\"left\",\"x1\":218.88,\"y1\":605.88,\"x2\":773.76,\"y2\":973.08},{\"side\":\"right\",\"(...TRUNCATED)
"[{\"type\":\"false_positive\",\"iou\":null,\"gt\":null,\"prediction\":{\"side\":\"right\",\"x1\":14(...TRUNCATED)
[ "false_positive" ]
egoDailyDatabase/images/subject2/run/run1/frame2487.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
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"[{\"side\":\"left\",\"x1\":769.0,\"y1\":749.0,\"x2\":902.0,\"y2\":920.0},{\"side\":\"right\",\"x1\"(...TRUNCATED)
[{"side":"left","x1":741.12,"y1":752.76,"x2":898.56,"y2":948.24}]
"[{\"type\":\"missed_hand\",\"iou\":null,\"gt\":{\"side\":\"right\",\"x1\":1156.0,\"y1\":957.0,\"x2\(...TRUNCATED)
[ "missed_hand" ]
egoDailyDatabase/images/subject1/bike/bike2/frame11051.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
1,920
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[{"side":"left","x1":911.0,"y1":777.0,"x2":1064.0,"y2":930.0}]
[{"side":"right","x1":904.32,"y1":778.68,"x2":1059.84,"y2":923.4}]
"[{\"type\":\"wrong_side\",\"iou\":0.883671,\"gt\":{\"side\":\"left\",\"x1\":911.0,\"y1\":777.0,\"x2(...TRUNCATED)
[ "wrong_side" ]
egoDailyDatabase/images/subject2/run/run3/frame154.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
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"[{\"side\":\"left\",\"x1\":934.0,\"y1\":783.0,\"x2\":1134.0,\"y2\":931.0},{\"side\":\"right\",\"x1\(...TRUNCATED)
[{"side":"right","x1":871.68,"y1":786.24,"x2":1130.88,"y2":945.0}]
"[{\"type\":\"wrong_side\",\"iou\":0.674561,\"gt\":{\"side\":\"left\",\"x1\":934.0,\"y1\":783.0,\"x2(...TRUNCATED)
[ "missed_hand", "wrong_side" ]
egoDailyDatabase/images/subject1/eating/eating1/frame30974.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
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"[{\"side\":\"left\",\"x1\":940.0,\"y1\":949.0,\"x2\":1097.0,\"y2\":1075.0},{\"side\":\"right\",\"x1(...TRUNCATED)
[{"side":"right","x1":1217.28,"y1":589.68,"x2":1390.08,"y2":837.0}]
"[{\"type\":\"missed_hand\",\"iou\":null,\"gt\":{\"side\":\"left\",\"x1\":940.0,\"y1\":949.0,\"x2\":(...TRUNCATED)
[ "missed_hand" ]
egoDailyDatabase/images/subject2/run/run3/frame5155.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
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"[{\"side\":\"left\",\"x1\":805.0,\"y1\":794.0,\"x2\":990.0,\"y2\":938.0},{\"side\":\"right\",\"x1\"(...TRUNCATED)
[{"side":"right","x1":860.16,"y1":865.08,"x2":1224.96,"y2":1080.0}]
"[{\"type\":\"low_iou\",\"iou\":0.128472,\"gt\":{\"side\":\"right\",\"x1\":1023.0,\"y1\":864.0,\"x2\(...TRUNCATED)
[ "low_iou", "missed_hand" ]
egoDailyDatabase/images/subject1/run/run3/frame2280.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
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[{"side":"left","x1":769.0,"y1":902.0,"x2":892.0,"y2":1017.0}]
[{"side":"left","x1":696.96,"y1":901.8,"x2":888.96,"y2":1080.0}]
"[{\"type\":\"low_iou\",\"iou\":0.399126,\"gt\":{\"side\":\"left\",\"x1\":769.0,\"y1\":902.0,\"x2\":(...TRUNCATED)
[ "low_iou" ]
egoDailyDatabase/images/subject1/run/run2/frame5625.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
1,920
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"[{\"side\":\"left\",\"x1\":436.0,\"y1\":980.0,\"x2\":536.0,\"y2\":1080.0},{\"side\":\"right\",\"x1\(...TRUNCATED)
[{"side":"right","x1":808.32,"y1":586.44,"x2":969.6,"y2":743.04}]
"[{\"type\":\"missed_hand\",\"iou\":null,\"gt\":{\"side\":\"left\",\"x1\":436.0,\"y1\":980.0,\"x2\":(...TRUNCATED)
[ "missed_hand" ]
egoDailyDatabase/images/subject1/run/run1/frame3274.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
1,920
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"[{\"side\":\"left\",\"x1\":644.0,\"y1\":989.0,\"x2\":795.0,\"y2\":1080.0},{\"side\":\"right\",\"x1\(...TRUNCATED)
[{"side":"right","x1":921.6,"y1":889.92,"x2":1077.12,"y2":1045.44}]
"[{\"type\":\"missed_hand\",\"iou\":null,\"gt\":{\"side\":\"left\",\"x1\":644.0,\"y1\":989.0,\"x2\":(...TRUNCATED)
[ "missed_hand" ]
egoDailyDatabase/images/subject1/run/run2/frame4663.jpg
{"bytes":"/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAgGBgcGBQgHBwcJCQgKDBQNDAsLDBkSEw8UHRofHh0aHBwgJC4nICIsIx(...TRUNCATED)
1,920
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"[{\"side\":\"left\",\"x1\":431.0,\"y1\":1004.0,\"x2\":518.0,\"y2\":1080.0},{\"side\":\"right\",\"x1(...TRUNCATED)
[{"side":"right","x1":756.48,"y1":635.04,"x2":952.32,"y2":789.48}]
"[{\"type\":\"missed_hand\",\"iou\":null,\"gt\":{\"side\":\"left\",\"x1\":431.0,\"y1\":1004.0,\"x2\"(...TRUNCATED)
[ "missed_hand" ]
End of preview. Expand in Data Studio

EgoDaily ER-1.6 failures

413 failed frames from the fixed 2,500-image EgoDaily test evaluation (seed 17) of gemini-robotics-er-1.6-preview: 1920×1080 input, high visual resolution, no thinking, and no tools.

Each row contains the original RGB image, all ground_truth and prediction boxes, and structured failures. Boxes are pixel xyxy coordinates in a 1920×1080 image.

Failure rules:

  • low_iou: corresponding same-side prediction/GT overlaps but IoU < 0.5.
  • wrong_side: spatial match at IoU ≥ 0.5 but opposite wearer L/R labels.
  • missed_hand: GT hand with no corresponding prediction.
  • false_positive: predicted hand with no corresponding GT hand.

A wrong-side pair is recorded once as wrong_side, rather than duplicated as a miss and false positive.

Export statistics

{
  "source_run": "vlm-er-1.6-media-high-2500",
  "model": "gemini-robotics-er-1.6-preview",
  "settings": {
    "image_size": [
      1920,
      1080
    ],
    "media_resolution": "high",
    "thinking_budget": 0,
    "tools": false
  },
  "images_evaluated": 2500,
  "failed_frames": 413,
  "failure_events": {
    "false_positive": 62,
    "missed_hand": 298,
    "wrong_side": 118,
    "low_iou": 59
  },
  "metrics": {
    "images": 2500,
    "ground_truth_hands": 4689,
    "predicted_hands": 4453,
    "ap": 0.5902872600648444,
    "ap50": 0.8855216909345591,
    "ap75": 0.7018814933373712,
    "left_ap": 0.5770578945349756,
    "right_ap": 0.6035166255947131,
    "precision_at_50": 0.9467774534022008,
    "recall_at_50": 0.8991256131371295,
    "f1_at_50": 0.9223364690439728,
    "matched_mean_iou": 0.8377761038889434,
    "recognition_quality_at_50": 0.9223364690439728,
    "segmentation_quality_at_50": 0.8377761038889434,
    "box_pq_at_50": 0.7727114535103446,
    "wrong_side_predictions": 122
  }
}
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