From 7df32cd18237553a9d82402372f3660cb6dd0135 Mon Sep 17 00:00:00 2001
From: Daniel <daniel@mail.de>
Date: Fri, 28 Jun 2024 15:14:22 +0200
Subject: [PATCH] Adding first results.

---
 media/RESULTS.md | 1842 ++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1842 insertions(+)
 create mode 100644 media/RESULTS.md

diff --git a/media/RESULTS.md b/media/RESULTS.md
new file mode 100644
index 0000000..13384ff
--- /dev/null
+++ b/media/RESULTS.md
@@ -0,0 +1,1842 @@
+# Evaluation Results
+
+Results of the model in various experiments on different datasets.
+
+### Human36m
+
+(duration 00:01:30)
+```json
+{
+  "avg_time_2d": 0.08787946579820019,
+  "avg_time_3d": 0.0023041814060534463,
+  "avg_fps": 11.088484786328687
+}
+{
+  "person_nums": {
+    "total_frames": 600,
+    "total_labels": 600,
+    "total_preds": 621,
+    "considered_empty": 27,
+    "valid_preds": 590,
+    "invalid_preds": 4,
+    "missing": 10,
+    "invalid_fraction": 0.00673,
+    "precision": 0.99327,
+    "recall": 0.98333,
+    "f1": 0.98827,
+    "non_empty": 594
+  },
+  "mpjpe": {
+    "count": 590,
+    "mean": 0.077405,
+    "median": 0.067674,
+    "std": 0.041533,
+    "sem": 0.001711,
+    "min": 0.043706,
+    "max": 0.416648,
+    "recall-0.025": 0.0,
+    "recall-0.05": 0.021667,
+    "recall-0.1": 0.896667,
+    "recall-0.15": 0.93,
+    "recall-0.25": 0.966667,
+    "recall-0.5": 0.983333,
+    "num_labels": 600,
+    "ap-0.025": 0.0,
+    "ap-0.05": 0.002161,
+    "ap-0.1": 0.847064,
+    "ap-0.15": 0.892348,
+    "ap-0.25": 0.958277,
+    "ap-0.5": 0.981339
+  },
+  "nose": {
+    "count": 573,
+    "mean": 0.123546,
+    "median": 0.101613,
+    "std": 0.07587,
+    "sem": 0.003172,
+    "min": 0.017787,
+    "max": 0.484398,
+    "recall-0.025": 0.01,
+    "recall-0.05": 0.058333,
+    "recall-0.1": 0.466667,
+    "recall-0.15": 0.723333,
+    "recall-0.25": 0.903333,
+    "recall-0.5": 0.955,
+    "num_labels": 600
+  },
+  "shoulder_left": {
+    "count": 588,
+    "mean": 0.047481,
+    "median": 0.032545,
+    "std": 0.043209,
+    "sem": 0.001783,
+    "min": 0.005992,
+    "max": 0.426518,
+    "recall-0.025": 0.295,
+    "recall-0.05": 0.72,
+    "recall-0.1": 0.875,
+    "recall-0.15": 0.933333,
+    "recall-0.25": 0.978333,
+    "recall-0.5": 0.98,
+    "num_labels": 600
+  },
+  "shoulder_right": {
+    "count": 589,
+    "mean": 0.061104,
+    "median": 0.042165,
+    "std": 0.050882,
+    "sem": 0.002098,
+    "min": 0.005926,
+    "max": 0.376224,
+    "recall-0.025": 0.216667,
+    "recall-0.05": 0.568333,
+    "recall-0.1": 0.81,
+    "recall-0.15": 0.906667,
+    "recall-0.25": 0.975,
+    "recall-0.5": 0.981667,
+    "num_labels": 600
+  },
+  "elbow_left": {
+    "count": 590,
+    "mean": 0.049398,
+    "median": 0.036729,
+    "std": 0.044706,
+    "sem": 0.001842,
+    "min": 0.007358,
+    "max": 0.472316,
+    "recall-0.025": 0.235,
+    "recall-0.05": 0.711667,
+    "recall-0.1": 0.895,
+    "recall-0.15": 0.931667,
+    "recall-0.25": 0.978333,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "elbow_right": {
+    "count": 590,
+    "mean": 0.047708,
+    "median": 0.036381,
+    "std": 0.036479,
+    "sem": 0.001503,
+    "min": 0.005712,
+    "max": 0.349821,
+    "recall-0.025": 0.193333,
+    "recall-0.05": 0.703333,
+    "recall-0.1": 0.903333,
+    "recall-0.15": 0.946667,
+    "recall-0.25": 0.981667,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "wrist_left": {
+    "count": 586,
+    "mean": 0.060992,
+    "median": 0.032235,
+    "std": 0.066143,
+    "sem": 0.002735,
+    "min": 0.003526,
+    "max": 0.495511,
+    "recall-0.025": 0.405,
+    "recall-0.05": 0.595,
+    "recall-0.1": 0.78,
+    "recall-0.15": 0.871667,
+    "recall-0.25": 0.956667,
+    "recall-0.5": 0.976667,
+    "num_labels": 600
+  },
+  "wrist_right": {
+    "count": 588,
+    "mean": 0.061916,
+    "median": 0.041071,
+    "std": 0.057252,
+    "sem": 0.002363,
+    "min": 0.00244,
+    "max": 0.279277,
+    "recall-0.025": 0.311667,
+    "recall-0.05": 0.548333,
+    "recall-0.1": 0.81,
+    "recall-0.15": 0.855,
+    "recall-0.25": 0.976667,
+    "recall-0.5": 0.98,
+    "num_labels": 600
+  },
+  "hip_left": {
+    "count": 590,
+    "mean": 0.088917,
+    "median": 0.084596,
+    "std": 0.035214,
+    "sem": 0.001451,
+    "min": 0.024878,
+    "max": 0.26314,
+    "recall-0.025": 0.001667,
+    "recall-0.05": 0.08,
+    "recall-0.1": 0.761667,
+    "recall-0.15": 0.935,
+    "recall-0.25": 0.98,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "hip_right": {
+    "count": 590,
+    "mean": 0.111352,
+    "median": 0.11321,
+    "std": 0.029163,
+    "sem": 0.001202,
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+    "recall-0.15": 0.935,
+    "recall-0.25": 0.983333,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "knee_left": {
+    "count": 590,
+    "mean": 0.064611,
+    "median": 0.051592,
+    "std": 0.059424,
+    "sem": 0.002449,
+    "min": 0.013189,
+    "max": 0.412301,
+    "recall-0.025": 0.043333,
+    "recall-0.05": 0.466667,
+    "recall-0.1": 0.885,
+    "recall-0.15": 0.901667,
+    "recall-0.25": 0.966667,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "knee_right": {
+    "count": 590,
+    "mean": 0.055871,
+    "median": 0.047766,
+    "std": 0.032744,
+    "sem": 0.001349,
+    "min": 0.01423,
+    "max": 0.233385,
+    "recall-0.025": 0.018333,
+    "recall-0.05": 0.573333,
+    "recall-0.1": 0.935,
+    "recall-0.15": 0.936667,
+    "recall-0.25": 0.983333,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "ankle_left": {
+    "count": 581,
+    "mean": 0.098214,
+    "median": 0.086355,
+    "std": 0.040893,
+    "sem": 0.001698,
+    "min": 0.054086,
+    "max": 0.468083,
+    "recall-0.025": 0.0,
+    "recall-0.05": 0.0,
+    "recall-0.1": 0.798333,
+    "recall-0.15": 0.886667,
+    "recall-0.25": 0.958333,
+    "recall-0.5": 0.968333,
+    "num_labels": 600
+  },
+  "ankle_right": {
+    "count": 590,
+    "mean": 0.080815,
+    "median": 0.068685,
+    "std": 0.037092,
+    "sem": 0.001528,
+    "min": 0.02696,
+    "max": 0.23613,
+    "recall-0.025": 0.0,
+    "recall-0.05": 0.015,
+    "recall-0.1": 0.848333,
+    "recall-0.15": 0.903333,
+    "recall-0.25": 0.983333,
+    "recall-0.5": 0.983333,
+    "num_labels": 600
+  },
+  "joint_recalls": {
+    "num_labels": 7800,
+    "recall-0.025": 0.13269,
+    "recall-0.05": 0.38872,
+    "recall-0.1": 0.77038,
+    "recall-0.15": 0.89705,
+    "recall-0.25": 0.96872,
+    "recall-0.5": 0.97782
+  }
+}
+{
+  "total_parts": 8400,
+  "correct_parts": 7792,
+  "pcp": 0.927619
+}
+```
+
+
+### Shelf
+
+(duration 00:01:11)
+```json
+{
+  "avg_time_2d": 0.1415067259798345,
+  "avg_time_3d": 0.015355337116726485,
+  "avg_fps": 6.375027717086834
+}
+{
+  "person_nums": {
+    "total_frames": 301,
+    "total_labels": 477,
+    "total_preds": 1432,
+    "considered_empty": 249,
+    "valid_preds": 477,
+    "invalid_preds": 706,
+    "missing": 0,
+    "invalid_fraction": 0.59679,
+    "precision": 0.40321,
+    "recall": 1.0,
+    "f1": 0.5747,
+    "non_empty": 1183
+  },
+  "mpjpe": {
+    "count": 477,
+    "mean": 0.051156,
+    "median": 0.044445,
+    "std": 0.018419,
+    "sem": 0.000844,
+    "min": 0.030513,
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+    "recall-0.25": 1.0,
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+    "ap-0.1": 0.626297,
+    "ap-0.15": 0.64047,
+    "ap-0.25": 0.641316,
+    "ap-0.5": 0.641316
+  },
+  "head": {
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+  },
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+  },
+  "shoulder_right": {
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+  },
+  "elbow_left": {
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+  },
+  "elbow_right": {
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+    "mean": 0.059661,
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+  },
+  "wrist_left": {
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+    "recall-0.5": 1.0,
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+  },
+  "wrist_right": {
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+    "num_labels": 477
+  },
+  "hip_left": {
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+    "mean": 0.047198,
+    "median": 0.039812,
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+  },
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+  },
+  "knee_left": {
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+    "min": 0.003099,
+    "max": 0.188564,
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+    "recall-0.25": 1.0,
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+    "num_labels": 477
+  },
+  "knee_right": {
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+    "mean": 0.040356,
+    "median": 0.034335,
+    "std": 0.024359,
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+    "recall-0.15": 0.997904,
+    "recall-0.25": 1.0,
+    "recall-0.5": 1.0,
+    "num_labels": 477
+  },
+  "ankle_left": {
+    "count": 477,
+    "mean": 0.044015,
+    "median": 0.034409,
+    "std": 0.034495,
+    "sem": 0.001581,
+    "min": 0.00383,
+    "max": 0.258086,
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+    "recall-0.15": 0.981132,
+    "recall-0.25": 0.997904,
+    "recall-0.5": 1.0,
+    "num_labels": 477
+  },
+  "ankle_right": {
+    "count": 477,
+    "mean": 0.047835,
+    "median": 0.039559,
+    "std": 0.038869,
+    "sem": 0.001782,
+    "min": 0.005972,
+    "max": 0.26492,
+    "recall-0.025": 0.245283,
+    "recall-0.05": 0.731656,
+    "recall-0.1": 0.918239,
+    "recall-0.15": 0.966457,
+    "recall-0.25": 0.997904,
+    "recall-0.5": 1.0,
+    "num_labels": 477
+  },
+  "joint_recalls": {
+    "num_labels": 6201,
+    "recall-0.025": 0.17417,
+    "recall-0.05": 0.59539,
+    "recall-0.1": 0.93179,
+    "recall-0.15": 0.9792,
+    "recall-0.25": 0.9979,
+    "recall-0.5": 0.99952
+  }
+}
+{
+  "total_parts": 6678,
+  "correct_parts": 6579,
+  "pcp": 0.985175
+}
+```
+
+### Campus
+
+(duration 00:00:33)
+```json
+{
+  "avg_time_2d": 0.08415351611263347,
+  "avg_time_3d": 0.004980688949800887,
+  "avg_fps": 11.219037621971797
+}
+{
+  "person_nums": {
+    "total_frames": 222,
+    "total_labels": 376,
+    "total_preds": 1075,
+    "considered_empty": 194,
+    "valid_preds": 375,
+    "invalid_preds": 506,
+    "missing": 1,
+    "invalid_fraction": 0.57435,
+    "precision": 0.42565,
+    "recall": 0.99734,
+    "f1": 0.59666,
+    "non_empty": 881
+  },
+  "mpjpe": {
+    "count": 375,
+    "mean": 0.075687,
+    "median": 0.070023,
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+    "sem": 0.001079,
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+    "max": 0.222119,
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+    "recall-0.15": 0.992021,
+    "recall-0.25": 0.99734,
+    "recall-0.5": 0.99734,
+    "num_labels": 376,
+    "ap-0.025": 0.0,
+    "ap-0.05": 0.000305,
+    "ap-0.1": 0.780684,
+    "ap-0.15": 0.890998,
+    "ap-0.25": 0.89329,
+    "ap-0.5": 0.89329
+  },
+  "head": {
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+    "mean": 0.054154,
+    "median": 0.051888,
+    "std": 0.032041,
+    "sem": 0.001657,
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+    "recall-0.5": 0.99734,
+    "num_labels": 376
+  },
+  "shoulder_left": {
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+    "mean": 0.064624,
+    "median": 0.057738,
+    "std": 0.038916,
+    "sem": 0.002012,
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+  "ankle_left": {
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+    "num_labels": 376
+  },
+  "ankle_right": {
+    "count": 373,
+    "mean": 0.066713,
+    "median": 0.050668,
+    "std": 0.063969,
+    "sem": 0.003317,
+    "min": 0.010702,
+    "max": 0.451523,
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+    "recall-0.1": 0.888298,
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+    "recall-0.5": 0.992021,
+    "num_labels": 376
+  },
+  "joint_recalls": {
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+    "recall-0.025": 0.04255,
+    "recall-0.05": 0.29419,
+    "recall-0.1": 0.79194,
+    "recall-0.15": 0.9419,
+    "recall-0.25": 0.98343,
+    "recall-0.5": 0.99427
+  }
+}
+{
+  "total_parts": 5264,
+  "correct_parts": 4923,
+  "pcp": 0.93522
+}
+```
+
+### MVOR
+
+(duration 00:01:06)
+```json
+{
+  "avg_time_2d": 0.07443526103153753,
+  "avg_time_3d": 0.00230164943873786,
+  "avg_fps": 13.031538458762391
+}
+{
+  "person_nums": {
+    "total_frames": 629,
+    "total_labels": 1061,
+    "total_preds": 798,
+    "considered_empty": 257,
+    "valid_preds": 478,
+    "invalid_preds": 63,
+    "missing": 583,
+    "invalid_fraction": 0.11645,
+    "precision": 0.88355,
+    "recall": 0.45052,
+    "f1": 0.59675,
+    "non_empty": 541
+  },
+  "mpjpe": {
+    "count": 478,
+    "mean": 0.102052,
+    "median": 0.087099,
+    "std": 0.054626,
+    "sem": 0.002501,
+    "min": 0.04029,
+    "max": 0.477524,
+    "recall-0.025": 0.0,
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+    "recall-0.15": 0.400566,
+    "recall-0.25": 0.438266,
+    "recall-0.5": 0.450518,
+    "num_labels": 1061,
+    "ap-0.025": 0.0,
+    "ap-0.05": 6.8e-05,
+    "ap-0.1": 0.203258,
+    "ap-0.15": 0.328056,
+    "ap-0.25": 0.395497,
+    "ap-0.5": 0.411448
+  },
+  "head": {
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+  },
+  "shoulder_left": {
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+  },
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+  },
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+    "recall-0.5": 0.444863,
+    "num_labels": 1061
+  },
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+  },
+  "wrist_left": {
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+    "recall-0.25": 0.393968,
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+    "num_labels": 1061
+  },
+  "wrist_right": {
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+    "recall-0.25": 0.420358,
+    "recall-0.5": 0.444863,
+    "num_labels": 1061
+  },
+  "hip_left": {
+    "count": 474,
+    "mean": 0.176912,
+    "median": 0.162944,
+    "std": 0.073838,
+    "sem": 0.003395,
+    "min": 0.029174,
+    "max": 0.489618,
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+    "recall-0.25": 0.39114,
+    "recall-0.5": 0.446748,
+    "num_labels": 1061
+  },
+  "hip_right": {
+    "count": 472,
+    "mean": 0.170201,
+    "median": 0.156315,
+    "std": 0.068564,
+    "sem": 0.003159,
+    "min": 0.018719,
+    "max": 0.448139,
+    "recall-0.025": 0.000943,
+    "recall-0.05": 0.001885,
+    "recall-0.1": 0.053723,
+    "recall-0.15": 0.199811,
+    "recall-0.25": 0.392083,
+    "recall-0.5": 0.444863,
+    "num_labels": 1061
+  },
+  "knee_left": {},
+  "knee_right": {},
+  "ankle_left": {},
+  "ankle_right": {},
+  "joint_recalls": {
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+    "recall-0.025": 0.05603,
+    "recall-0.05": 0.17269,
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+    "recall-0.15": 0.34737,
+    "recall-0.25": 0.42015,
+    "recall-0.5": 0.44602
+  }
+}
+{
+  "total_parts": 10610,
+  "correct_parts": 3884,
+  "pcp": 0.36607
+}
+```
+
+
+### Panoptic
+
+(duration 00:02:52)
+```json
+{
+  "avg_time_2d": 0.13794401273494813,
+  "avg_time_3d": 0.02159386669717184,
+  "avg_fps": 6.268103873259009
+}
+{
+  "person_nums": {
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+    "total_labels": 1466,
+    "total_preds": 1954,
+    "considered_empty": 183,
+    "valid_preds": 1450,
+    "invalid_preds": 321,
+    "missing": 16,
+    "invalid_fraction": 0.18125,
+    "precision": 0.81875,
+    "recall": 0.98909,
+    "f1": 0.89589,
+    "non_empty": 1771
+  },
+  "mpjpe": {
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+    "median": 0.05923,
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+    "min": 0.021858,
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+  },
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+    "recall-0.1": 0.874572,
+    "recall-0.15": 0.949966,
+    "recall-0.25": 0.989719,
+    "recall-0.5": 0.992461,
+    "num_labels": 1459
+  },
+  "ankle_left": {
+    "count": 1442,
+    "mean": 0.161085,
+    "median": 0.155375,
+    "std": 0.110322,
+    "sem": 0.002906,
+    "min": 0.005196,
+    "max": 0.496777,
+    "recall-0.025": 0.110731,
+    "recall-0.05": 0.231032,
+    "recall-0.1": 0.332878,
+    "recall-0.15": 0.473684,
+    "recall-0.25": 0.781271,
+    "recall-0.5": 0.985646,
+    "num_labels": 1463
+  },
+  "ankle_right": {
+    "count": 1426,
+    "mean": 0.156162,
+    "median": 0.145982,
+    "std": 0.111099,
+    "sem": 0.002943,
+    "min": 0.002611,
+    "max": 0.48797,
+    "recall-0.025": 0.118493,
+    "recall-0.05": 0.237671,
+    "recall-0.1": 0.363699,
+    "recall-0.15": 0.50411,
+    "recall-0.25": 0.745205,
+    "recall-0.5": 0.976712,
+    "num_labels": 1460
+  },
+  "joint_recalls": {
+    "num_labels": 18990,
+    "recall-0.025": 0.35108,
+    "recall-0.05": 0.61901,
+    "recall-0.1": 0.8346,
+    "recall-0.15": 0.89642,
+    "recall-0.25": 0.95298,
+    "recall-0.5": 0.98836
+  }
+}
+{
+  "total_parts": 20444,
+  "correct_parts": 19566,
+  "pcp": 0.957053
+}
+```
+
+### IkeaAsm
+
+(duration 00:01:20)
+```json
+{
+  "avg_time_2d": 0.06850200762851633,
+  "avg_time_3d": 0.0017213769953885523,
+  "avg_fps": 14.240270607230004
+}
+{
+  "person_nums": {
+    "total_frames": 288,
+    "total_labels": 288,
+    "total_preds": 553,
+    "considered_empty": 71,
+    "valid_preds": 255,
+    "invalid_preds": 227,
+    "missing": 33,
+    "invalid_fraction": 0.47095,
+    "precision": 0.52905,
+    "recall": 0.88542,
+    "f1": 0.66234,
+    "non_empty": 482
+  },
+  "mpjpe": {
+    "count": 255,
+    "mean": 0.08567,
+    "median": 0.072396,
+    "std": 0.0596,
+    "sem": 0.00374,
+    "min": 0.017736,
+    "max": 0.393906,
+    "recall-0.025": 0.017361,
+    "recall-0.05": 0.256944,
+    "recall-0.1": 0.645833,
+    "recall-0.15": 0.805556,
+    "recall-0.25": 0.857639,
+    "recall-0.5": 0.885417,
+    "num_labels": 288,
+    "ap-0.025": 0.000798,
+    "ap-0.05": 0.056247,
+    "ap-0.1": 0.409384,
+    "ap-0.15": 0.612698,
+    "ap-0.25": 0.709717,
+    "ap-0.5": 0.731571
+  },
+  "head": {
+    "count": 241,
+    "mean": 0.054728,
+    "median": 0.045234,
+    "std": 0.043738,
+    "sem": 0.002823,
+    "min": 0.004678,
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+    "recall-0.15": 0.866667,
+    "recall-0.25": 0.885185,
+    "recall-0.5": 0.892593,
+    "num_labels": 270
+  },
+  "shoulder_left": {
+    "count": 240,
+    "mean": 0.051787,
+    "median": 0.039595,
+    "std": 0.043516,
+    "sem": 0.002815,
+    "min": 0.006654,
+    "max": 0.351625,
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+    "recall-0.1": 0.847584,
+    "recall-0.15": 0.873606,
+    "recall-0.25": 0.877323,
+    "recall-0.5": 0.892193,
+    "num_labels": 269
+  },
+  "shoulder_right": {
+    "count": 230,
+    "mean": 0.046923,
+    "median": 0.037369,
+    "std": 0.042201,
+    "sem": 0.002789,
+    "min": 0.006179,
+    "max": 0.406481,
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+    "recall-0.25": 0.883721,
+    "recall-0.5": 0.891473,
+    "num_labels": 258
+  },
+  "elbow_left": {
+    "count": 221,
+    "mean": 0.056536,
+    "median": 0.040681,
+    "std": 0.053919,
+    "sem": 0.003635,
+    "min": 0.004614,
+    "max": 0.4313,
+    "recall-0.025": 0.252,
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+    "recall-0.1": 0.748,
+    "recall-0.15": 0.844,
+    "recall-0.25": 0.876,
+    "recall-0.5": 0.884,
+    "num_labels": 250
+  },
+  "elbow_right": {
+    "count": 186,
+    "mean": 0.054749,
+    "median": 0.041122,
+    "std": 0.061249,
+    "sem": 0.004503,
+    "min": 0.008326,
+    "max": 0.462231,
+    "recall-0.025": 0.216981,
+    "recall-0.05": 0.551887,
+    "recall-0.1": 0.816038,
+    "recall-0.15": 0.84434,
+    "recall-0.25": 0.858491,
+    "recall-0.5": 0.877358,
+    "num_labels": 212
+  },
+  "wrist_left": {
+    "count": 202,
+    "mean": 0.049183,
+    "median": 0.032052,
+    "std": 0.042339,
+    "sem": 0.002986,
+    "min": 0.00403,
+    "max": 0.202048,
+    "recall-0.025": 0.36,
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+    "recall-0.1": 0.777778,
+    "recall-0.15": 0.871111,
+    "recall-0.25": 0.897778,
+    "recall-0.5": 0.897778,
+    "num_labels": 225
+  },
+  "wrist_right": {
+    "count": 195,
+    "mean": 0.050272,
+    "median": 0.031928,
+    "std": 0.058901,
+    "sem": 0.004229,
+    "min": 0.001291,
+    "max": 0.433066,
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+    "recall-0.15": 0.837838,
+    "recall-0.25": 0.855856,
+    "recall-0.5": 0.878378,
+    "num_labels": 222
+  },
+  "hip_left": {
+    "count": 168,
+    "mean": 0.110634,
+    "median": 0.098791,
+    "std": 0.058257,
+    "sem": 0.004508,
+    "min": 0.032009,
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+    "recall-0.15": 0.793651,
+    "recall-0.25": 0.862434,
+    "recall-0.5": 0.888889,
+    "num_labels": 189
+  },
+  "hip_right": {
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+    "mean": 0.115788,
+    "median": 0.096183,
+    "std": 0.0621,
+    "sem": 0.006149,
+    "min": 0.037131,
+    "max": 0.367282,
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+    "recall-0.25": 0.836207,
+    "recall-0.5": 0.887931,
+    "num_labels": 116
+  },
+  "knee_left": {
+    "count": 124,
+    "mean": 0.107597,
+    "median": 0.076598,
+    "std": 0.096248,
+    "sem": 0.008678,
+    "min": 0.002789,
+    "max": 0.496749,
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+    "recall-0.15": 0.737226,
+    "recall-0.25": 0.80292,
+    "recall-0.5": 0.905109,
+    "num_labels": 137
+  },
+  "knee_right": {
+    "count": 120,
+    "mean": 0.107519,
+    "median": 0.062505,
+    "std": 0.107664,
+    "sem": 0.00987,
+    "min": 0.005859,
+    "max": 0.436003,
+    "recall-0.025": 0.12782,
+    "recall-0.05": 0.345865,
+    "recall-0.1": 0.593985,
+    "recall-0.15": 0.729323,
+    "recall-0.25": 0.774436,
+    "recall-0.5": 0.902256,
+    "num_labels": 133
+  },
+  "ankle_left": {
+    "count": 91,
+    "mean": 0.159276,
+    "median": 0.137039,
+    "std": 0.103888,
+    "sem": 0.010951,
+    "min": 0.008477,
+    "max": 0.434693,
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+    "recall-0.1": 0.304348,
+    "recall-0.15": 0.4,
+    "recall-0.25": 0.634783,
+    "recall-0.5": 0.791304,
+    "num_labels": 115
+  },
+  "ankle_right": {
+    "count": 72,
+    "mean": 0.147049,
+    "median": 0.089071,
+    "std": 0.141024,
+    "sem": 0.016737,
+    "min": 0.01164,
+    "max": 0.497385,
+    "recall-0.025": 0.095745,
+    "recall-0.05": 0.234043,
+    "recall-0.1": 0.414894,
+    "recall-0.15": 0.531915,
+    "recall-0.25": 0.617021,
+    "recall-0.5": 0.765957,
+    "num_labels": 94
+  },
+  "joint_recalls": {
+    "num_labels": 2490,
+    "recall-0.025": 0.18153,
+    "recall-0.05": 0.44538,
+    "recall-0.1": 0.6988,
+    "recall-0.15": 0.79839,
+    "recall-0.25": 0.84177,
+    "recall-0.5": 0.87791
+  }
+}
+{
+  "total_parts": 2243,
+  "correct_parts": 1901,
+  "pcp": 0.847526
+}
+```
+
+### Tsinghua
+
+(duration 00:03:02)
+```json
+{
+  "avg_time_2d": 0.13853302225470543,
+  "avg_time_3d": 0.014251434803009033,
+  "avg_fps": 6.54516839773989
+}
+{
+  "person_nums": {
+    "total_frames": 330,
+    "total_labels": 780,
+    "total_preds": 1301,
+    "considered_empty": 190,
+    "valid_preds": 778,
+    "invalid_preds": 333,
+    "missing": 2,
+    "invalid_fraction": 0.29973,
+    "precision": 0.70027,
+    "recall": 0.99744,
+    "f1": 0.82285,
+    "non_empty": 1111
+  },
+  "mpjpe": {
+    "count": 778,
+    "mean": 0.064515,
+    "median": 0.05589,
+    "std": 0.049405,
+    "sem": 0.001772,
+    "min": 0.03088,
+    "max": 0.491105,
+    "recall-0.025": 0.0,
+    "recall-0.05": 0.248718,
+    "recall-0.1": 0.965385,
+    "recall-0.15": 0.971795,
+    "recall-0.25": 0.976923,
+    "recall-0.5": 0.997436,
+    "num_labels": 780,
+    "ap-0.025": 0.0,
+    "ap-0.05": 0.116928,
+    "ap-0.1": 0.93482,
+    "ap-0.15": 0.940984,
+    "ap-0.25": 0.945208,
+    "ap-0.5": 0.97543
+  },
+  "head": {
+    "count": 752,
+    "mean": 0.047473,
+    "median": 0.039928,
+    "std": 0.048695,
+    "sem": 0.001777,
+    "min": 0.005275,
+    "max": 0.415623,
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+    "recall-0.15": 0.976096,
+    "recall-0.25": 0.978752,
+    "recall-0.5": 0.998672,
+    "num_labels": 753
+  },
+  "shoulder_left": {
+    "count": 778,
+    "mean": 0.068705,
+    "median": 0.063608,
+    "std": 0.04315,
+    "sem": 0.001548,
+    "min": 0.014632,
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+    "recall-0.15": 0.974359,
+    "recall-0.25": 0.978205,
+    "recall-0.5": 0.997436,
+    "num_labels": 780
+  },
+  "shoulder_right": {
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+    "mean": 0.071751,
+    "median": 0.061678,
+    "std": 0.0501,
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+    "min": 0.0133,
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+    "recall-0.25": 0.976923,
+    "recall-0.5": 0.997436,
+    "num_labels": 780
+  },
+  "elbow_left": {
+    "count": 769,
+    "mean": 0.059534,
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+    "std": 0.039487,
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+    "recall-0.25": 0.983247,
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+    "num_labels": 776
+  },
+  "elbow_right": {
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+    "num_labels": 777
+  },
+  "wrist_left": {
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+    "recall-0.25": 0.976623,
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+    "num_labels": 770
+  },
+  "wrist_right": {
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+    "mean": 0.085981,
+    "median": 0.070189,
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+    "recall-0.25": 0.967957,
+    "recall-0.5": 0.987984,
+    "num_labels": 749
+  },
+  "hip_left": {
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+    "mean": 0.071578,
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+    "std": 0.046923,
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+    "num_labels": 780
+  },
+  "hip_right": {
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+    "recall-0.25": 0.976923,
+    "recall-0.5": 0.996154,
+    "num_labels": 780
+  },
+  "knee_left": {
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+    "mean": 0.051221,
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+    "std": 0.046935,
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+    "recall-0.15": 0.973042,
+    "recall-0.25": 0.980745,
+    "recall-0.5": 0.994865,
+    "num_labels": 779
+  },
+  "knee_right": {
+    "count": 770,
+    "mean": 0.054802,
+    "median": 0.047066,
+    "std": 0.049371,
+    "sem": 0.00178,
+    "min": 0.006292,
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+    "recall-0.15": 0.976744,
+    "recall-0.25": 0.98062,
+    "recall-0.5": 0.994832,
+    "num_labels": 774
+  },
+  "ankle_left": {
+    "count": 773,
+    "mean": 0.051212,
+    "median": 0.042763,
+    "std": 0.052084,
+    "sem": 0.001875,
+    "min": 0.000608,
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+    "recall-0.15": 0.960205,
+    "recall-0.25": 0.976893,
+    "recall-0.5": 0.992298,
+    "num_labels": 779
+  },
+  "ankle_right": {
+    "count": 760,
+    "mean": 0.049765,
+    "median": 0.041668,
+    "std": 0.044599,
+    "sem": 0.001619,
+    "min": 0.003368,
+    "max": 0.458733,
+    "recall-0.025": 0.206494,
+    "recall-0.05": 0.64026,
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+    "recall-0.15": 0.964935,
+    "recall-0.25": 0.977922,
+    "recall-0.5": 0.987013,
+    "num_labels": 770
+  },
+  "joint_recalls": {
+    "num_labels": 10047,
+    "recall-0.025": 0.09515,
+    "recall-0.05": 0.45884,
+    "recall-0.1": 0.90206,
+    "recall-0.15": 0.9575,
+    "recall-0.25": 0.97691,
+    "recall-0.5": 0.99303
+  }
+}
+{
+  "total_parts": 10800,
+  "correct_parts": 10401,
+  "pcp": 0.963056
+}
+```