jvbsoares commited on
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1dced1b
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1 Parent(s): e3b3d8d

add models for standard training/validation/test protocol

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  1. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/keras_metadata.pb +3 -0
  2. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/saved_model.pb +3 -0
  3. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/shared_args.pkl +3 -0
  4. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/validation_evaluation/evaluation_aggregate.txt +86 -0
  5. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/validation_evaluation/evaluation_run.pkl +3 -0
  6. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/variables/variables.data-00000-of-00001 +3 -0
  7. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/variables/variables.index +0 -0
  8. models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/last_training_state.pkl +3 -0
  9. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/keras_metadata.pb +3 -0
  10. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/saved_model.pb +3 -0
  11. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/shared_args.pkl +3 -0
  12. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_aggregate.txt +108 -0
  13. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_run.pkl +3 -0
  14. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.data-00000-of-00001 +3 -0
  15. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.index +0 -0
  16. models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/last_training_state.pkl +3 -0
  17. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/keras_metadata.pb +3 -0
  18. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/saved_model.pb +3 -0
  19. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/shared_args.pkl +3 -0
  20. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_aggregate.txt +86 -0
  21. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_run.pkl +3 -0
  22. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/variables/variables.data-00000-of-00001 +3 -0
  23. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/variables/variables.index +0 -0
  24. models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/last_training_state.pkl +3 -0
  25. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/keras_metadata.pb +3 -0
  26. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/saved_model.pb +3 -0
  27. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/shared_args.pkl +3 -0
  28. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_aggregate.txt +108 -0
  29. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_run.pkl +3 -0
  30. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.data-00000-of-00001 +3 -0
  31. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.index +0 -0
  32. models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/last_training_state.pkl +3 -0
models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/keras_metadata.pb ADDED
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+ Spotting evaluation:
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+
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+ Classes used when computing mAP:
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+ Penalty
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+ Kick-off
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+ Goal
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+ Substitution
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+ Offside
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+ Shots on target
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+ Shots off target
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+ Clearance
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+ Ball out of play
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+ Throw-in
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+ Foul
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+ Indirect free-kick
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+ Direct free-kick
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+ Corner
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+ Yellow card
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+ Red card
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+ Yellow->red card
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+
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+ Tolerances used when computing averages:
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+ loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
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+ tight: [1. 2. 3. 4. 5.]
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+
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+ Average-mAP: {'loose': 0.7697468777801022, 'tight': 0.4725396740731882}
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+
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+ loose tolerances average AP per class:
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+ Penalty: 0.9064118170144985
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+ Kick-off: 0.8452419136558464
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+ Goal: 0.9028295032655154
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+ Substitution: 0.8045037864394925
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+ Offside: 0.7111689034864113
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+ Shots on target: 0.6523593487612178
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+ Shots off target: 0.6548132062568497
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+ Clearance: 0.8098799849913099
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+ Ball out of play: 0.8837768686032295
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+ Throw-in: 0.88304417281191
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+ Foul: 0.8515440791743816
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+ Indirect free-kick: 0.7018395432292706
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+ Direct free-kick: 0.7035719251578407
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+ Corner: 0.8850917356868572
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+ Yellow card: 0.7718782467142656
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+ Red card: 0.7151247266097446
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+ Yellow->red card: 0.4026171604030975
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+ tight tolerances average AP per class:
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+ Penalty: 0.39878296020675696
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+ Kick-off: 0.4655279663138363
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+ Goal: 0.41145209565593444
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+ Substitution: 0.4010902716901373
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+ Offside: 0.42167501593358636
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+ Shots on target: 0.3933648875701044
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+ Shots off target: 0.38523736324124913
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+ Clearance: 0.5527828131718351
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+ Ball out of play: 0.7066737524685388
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+ Throw-in: 0.6955459545197544
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+ Foul: 0.6872027581329865
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+ Indirect free-kick: 0.39915180069259715
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+ Direct free-kick: 0.38385401645756845
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+ Corner: 0.684568498878888
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+ Yellow card: 0.48912095396812716
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+ Red card: 0.5423092532467533
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+ Yellow->red card: 0.014834097095544839
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+
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+ Average mAP per matching tolerance:
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+ 0.5: 0.06210977349516641
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+ 1.0: 0.16919153807609422
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+ 2.0: 0.33256221878563913
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+ 3.0: 0.5036070508391679
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+ 4.0: 0.623492476121677
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+ 5.0: 0.6918023630164428
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+ 6.0: 0.7070911489071265
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+ 8.0: 0.737111810193517
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+ 10.0: 0.7470992839144852
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+ 15.0: 0.7638112843938537
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+ 20.0: 0.769818656757374
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+ 25.0: 0.7729580537395817
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+ 30.0: 0.7756955948121412
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+ 35.0: 0.7775562805804698
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+ 40.0: 0.7784209705865142
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+ 45.0: 0.780800288672475
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+ 50.0: 0.7811029935557567
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+ 55.0: 0.7818617223051254
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+ 60.0: 0.784378689510252
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+ Spotting evaluation:
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+
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+ Classes used when computing mAP:
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+ Penalty
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+ Kick-off
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+ Goal
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+ Substitution
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+ Offside
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+ Shots on target
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+ Shots off target
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+ Clearance
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+ Ball out of play
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+ Throw-in
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+ Foul
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+ Indirect free-kick
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+ Direct free-kick
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+ Corner
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+ Yellow card
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+ Red card
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+ Yellow->red card
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+
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+ Tolerances used when computing averages:
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+ loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
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+ medium: [ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.]
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+ tight: [1. 2. 3. 4. 5.]
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+ Average-mAP: {'loose': 0.7641114069848027, 'medium': 0.700354083559039, 'tight': 0.6567702333102703}
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+ loose tolerances average AP per class:
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+ Penalty: 0.9065799605061143
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+ Kick-off: 0.8008215939700422
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+ Goal: 0.9035861936592834
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+ Substitution: 0.793286452744783
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+ Offside: 0.7115938393129988
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+ Shots on target: 0.659169161499905
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+ Shots off target: 0.6559668046956462
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+ Clearance: 0.8023720979224213
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+ Ball out of play: 0.8848537039697127
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+ Throw-in: 0.8805556459934979
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+ Foul: 0.8521737423539192
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+ Indirect free-kick: 0.690738849066505
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+ Direct free-kick: 0.7004659266125052
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+ Corner: 0.884373068595685
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+ Yellow card: 0.7671719129282211
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+ Red card: 0.7068468548288096
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+ Yellow->red card: 0.3893381100815985
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+ medium tolerances average AP per class:
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+ Kick-off: 0.6361810298980141
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+ Goal: 0.8827145472397011
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+ Substitution: 0.652964229888401
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+ Offside: 0.6572456205765741
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+ Shots on target: 0.6293978711966104
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+ Shots off target: 0.6311424535920489
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+ Clearance: 0.698831466100018
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+ Ball out of play: 0.8378674076491867
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+ Throw-in: 0.8266674099415634
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+ Foul: 0.8010304968057383
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+ Indirect free-kick: 0.5668188993667939
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+ Direct free-kick: 0.6758479640931596
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+ Yellow card: 0.6879343719256132
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+ Red card: 0.6858083544877704
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+ Yellow->red card: 0.26909760432833785
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+ tight tolerances average AP per class:
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+ Goal: 0.8664616111378455
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+ Substitution: 0.5669912743773917
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+ Ball out of play: 0.7877722366423014
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+ Direct free-kick: 0.660139650635096
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+ Yellow card: 0.6266737730096887
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+ Red card: 0.6595102290614709
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+ Yellow->red card: 0.253551606472811
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+ Average mAP per matching tolerance:
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+ 1.0: 0.4850931400376868
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+ 2.0: 0.6331924864579567
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+ Spotting evaluation:
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+
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+ Classes used when computing mAP:
4
+ Penalty
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+ Kick-off
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+ Goal
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+ Substitution
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+ Offside
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+ Shots on target
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+ Shots off target
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+ Clearance
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+ Ball out of play
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+ Throw-in
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+ Foul
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+ Indirect free-kick
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+ Direct free-kick
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+ Corner
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+ Red card: 0.39531882655135747
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+ tight tolerances average AP per class:
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+ Yellow card: 0.4390340649180631
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+ Red card: 0.2234144327898183
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+ Yellow->red card: 0.0045168094187010045
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+ Average mAP per matching tolerance:
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+ Yellow->red card: 0.008577058806894803
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