add models for standard training/validation/test protocol
Browse files- models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/keras_metadata.pb +3 -0
- models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/saved_model.pb +3 -0
- models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/shared_args.pkl +3 -0
- 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
- 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
- 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
- models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/variables/variables.index +0 -0
- models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/last_training_state.pkl +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/keras_metadata.pb +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/saved_model.pb +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/shared_args.pkl +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_aggregate.txt +108 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_run.pkl +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.data-00000-of-00001 +3 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.index +0 -0
- models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/last_training_state.pkl +3 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/keras_metadata.pb +3 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/saved_model.pb +3 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/shared_args.pkl +3 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_aggregate.txt +86 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_run.pkl +3 -0
- 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
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/variables/variables.index +0 -0
- models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/last_training_state.pkl +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/keras_metadata.pb +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/saved_model.pb +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/shared_args.pkl +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_aggregate.txt +108 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_run.pkl +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.data-00000-of-00001 +3 -0
- models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.index +0 -0
- 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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version https://git-lfs.github.com/spec/v1
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oid sha256:07e10b2a4f3f690c43504e76886757f76c79fb1462cb6bf84487a5b9437c9b16
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+
size 390347
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/saved_model.pb
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:ab1eb5c4a5abd0f5a9ac65cf9515911f556d5badd51b5457f61c4e793ac896ee
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size 2309358
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/shared_args.pkl
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:8c6344c48ec5a099f89af1641514410a20fb8e380be7d9cfb1c06591bbd69ac8
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+
size 2390
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/validation_evaluation/evaluation_aggregate.txt
ADDED
@@ -0,0 +1,86 @@
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1 |
+
Spotting evaluation:
|
2 |
+
|
3 |
+
Classes used when computing mAP:
|
4 |
+
Penalty
|
5 |
+
Kick-off
|
6 |
+
Goal
|
7 |
+
Substitution
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8 |
+
Offside
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9 |
+
Shots on target
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10 |
+
Shots off target
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11 |
+
Clearance
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12 |
+
Ball out of play
|
13 |
+
Throw-in
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14 |
+
Foul
|
15 |
+
Indirect free-kick
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16 |
+
Direct free-kick
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17 |
+
Corner
|
18 |
+
Yellow card
|
19 |
+
Red card
|
20 |
+
Yellow->red card
|
21 |
+
|
22 |
+
Tolerances used when computing averages:
|
23 |
+
loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
|
24 |
+
tight: [1. 2. 3. 4. 5.]
|
25 |
+
|
26 |
+
Average-mAP: {'loose': 0.7697468777801022, 'tight': 0.4725396740731882}
|
27 |
+
|
28 |
+
loose tolerances average AP per class:
|
29 |
+
Penalty: 0.9064118170144985
|
30 |
+
Kick-off: 0.8452419136558464
|
31 |
+
Goal: 0.9028295032655154
|
32 |
+
Substitution: 0.8045037864394925
|
33 |
+
Offside: 0.7111689034864113
|
34 |
+
Shots on target: 0.6523593487612178
|
35 |
+
Shots off target: 0.6548132062568497
|
36 |
+
Clearance: 0.8098799849913099
|
37 |
+
Ball out of play: 0.8837768686032295
|
38 |
+
Throw-in: 0.88304417281191
|
39 |
+
Foul: 0.8515440791743816
|
40 |
+
Indirect free-kick: 0.7018395432292706
|
41 |
+
Direct free-kick: 0.7035719251578407
|
42 |
+
Corner: 0.8850917356868572
|
43 |
+
Yellow card: 0.7718782467142656
|
44 |
+
Red card: 0.7151247266097446
|
45 |
+
Yellow->red card: 0.4026171604030975
|
46 |
+
|
47 |
+
tight tolerances average AP per class:
|
48 |
+
Penalty: 0.39878296020675696
|
49 |
+
Kick-off: 0.4655279663138363
|
50 |
+
Goal: 0.41145209565593444
|
51 |
+
Substitution: 0.4010902716901373
|
52 |
+
Offside: 0.42167501593358636
|
53 |
+
Shots on target: 0.3933648875701044
|
54 |
+
Shots off target: 0.38523736324124913
|
55 |
+
Clearance: 0.5527828131718351
|
56 |
+
Ball out of play: 0.7066737524685388
|
57 |
+
Throw-in: 0.6955459545197544
|
58 |
+
Foul: 0.6872027581329865
|
59 |
+
Indirect free-kick: 0.39915180069259715
|
60 |
+
Direct free-kick: 0.38385401645756845
|
61 |
+
Corner: 0.684568498878888
|
62 |
+
Yellow card: 0.48912095396812716
|
63 |
+
Red card: 0.5423092532467533
|
64 |
+
Yellow->red card: 0.014834097095544839
|
65 |
+
|
66 |
+
Average mAP per matching tolerance:
|
67 |
+
0.5: 0.06210977349516641
|
68 |
+
1.0: 0.16919153807609422
|
69 |
+
2.0: 0.33256221878563913
|
70 |
+
3.0: 0.5036070508391679
|
71 |
+
4.0: 0.623492476121677
|
72 |
+
5.0: 0.6918023630164428
|
73 |
+
6.0: 0.7070911489071265
|
74 |
+
8.0: 0.737111810193517
|
75 |
+
10.0: 0.7470992839144852
|
76 |
+
15.0: 0.7638112843938537
|
77 |
+
20.0: 0.769818656757374
|
78 |
+
25.0: 0.7729580537395817
|
79 |
+
30.0: 0.7756955948121412
|
80 |
+
35.0: 0.7775562805804698
|
81 |
+
40.0: 0.7784209705865142
|
82 |
+
45.0: 0.780800288672475
|
83 |
+
50.0: 0.7811029935557567
|
84 |
+
55.0: 0.7818617223051254
|
85 |
+
60.0: 0.784378689510252
|
86 |
+
|
models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/validation_evaluation/evaluation_run.pkl
ADDED
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1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:aa584ad1fbe42d53282ced79fd99771704a1df057ce479ba41d631547135e294
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size 3115247
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/variables/variables.data-00000-of-00001
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:bdb3cc382bd752605bd7bbefb01c5112093c343a6a01fbbde43caf9d2ff9385b
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size 87524644
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/best_model/variables/variables.index
ADDED
Binary file (10.7 kB). View file
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models/spotting_test_baidu_2.0_confidence_zoo_lr2e-4_dwd2e-4_sr0.0_mu2.0/last_training_state.pkl
ADDED
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+
version https://git-lfs.github.com/spec/v1
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oid sha256:b115febbbf92995fa191d9adb904fa4c6fed7eba179fe066bff2d1f12f79b32b
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3 |
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size 345
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models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/keras_metadata.pb
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:a48ef40449fa5e371490a00827bb2f39b3121100a48e2cb442882162c29fe851
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size 391104
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models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/saved_model.pb
ADDED
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
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oid sha256:301dac03e82a03848f1815b133ca801c05351717d37dad5c301153bf1abc77bc
|
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size 2313296
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models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/shared_args.pkl
ADDED
@@ -0,0 +1,3 @@
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+
version https://git-lfs.github.com/spec/v1
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oid sha256:55bdbb4fef6e5af9862488bddaee0140d4d83f6242bbfd6ee1083435d0622005
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size 2477
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models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_aggregate.txt
ADDED
@@ -0,0 +1,108 @@
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|
1 |
+
Spotting evaluation:
|
2 |
+
|
3 |
+
Classes used when computing mAP:
|
4 |
+
Penalty
|
5 |
+
Kick-off
|
6 |
+
Goal
|
7 |
+
Substitution
|
8 |
+
Offside
|
9 |
+
Shots on target
|
10 |
+
Shots off target
|
11 |
+
Clearance
|
12 |
+
Ball out of play
|
13 |
+
Throw-in
|
14 |
+
Foul
|
15 |
+
Indirect free-kick
|
16 |
+
Direct free-kick
|
17 |
+
Corner
|
18 |
+
Yellow card
|
19 |
+
Red card
|
20 |
+
Yellow->red card
|
21 |
+
|
22 |
+
Tolerances used when computing averages:
|
23 |
+
loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
|
24 |
+
medium: [ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.]
|
25 |
+
tight: [1. 2. 3. 4. 5.]
|
26 |
+
|
27 |
+
Average-mAP: {'loose': 0.7641114069848027, 'medium': 0.700354083559039, 'tight': 0.6567702333102703}
|
28 |
+
|
29 |
+
loose tolerances average AP per class:
|
30 |
+
Penalty: 0.9065799605061143
|
31 |
+
Kick-off: 0.8008215939700422
|
32 |
+
Goal: 0.9035861936592834
|
33 |
+
Substitution: 0.793286452744783
|
34 |
+
Offside: 0.7115938393129988
|
35 |
+
Shots on target: 0.659169161499905
|
36 |
+
Shots off target: 0.6559668046956462
|
37 |
+
Clearance: 0.8023720979224213
|
38 |
+
Ball out of play: 0.8848537039697127
|
39 |
+
Throw-in: 0.8805556459934979
|
40 |
+
Foul: 0.8521737423539192
|
41 |
+
Indirect free-kick: 0.690738849066505
|
42 |
+
Direct free-kick: 0.7004659266125052
|
43 |
+
Corner: 0.884373068595685
|
44 |
+
Yellow card: 0.7671719129282211
|
45 |
+
Red card: 0.7068468548288096
|
46 |
+
Yellow->red card: 0.3893381100815985
|
47 |
+
|
48 |
+
medium tolerances average AP per class:
|
49 |
+
Penalty: 0.9065709133835226
|
50 |
+
Kick-off: 0.6361810298980141
|
51 |
+
Goal: 0.8827145472397011
|
52 |
+
Substitution: 0.652964229888401
|
53 |
+
Offside: 0.6572456205765741
|
54 |
+
Shots on target: 0.6293978711966104
|
55 |
+
Shots off target: 0.6311424535920489
|
56 |
+
Clearance: 0.698831466100018
|
57 |
+
Ball out of play: 0.8378674076491867
|
58 |
+
Throw-in: 0.8266674099415634
|
59 |
+
Foul: 0.8010304968057383
|
60 |
+
Indirect free-kick: 0.5668188993667939
|
61 |
+
Direct free-kick: 0.6758479640931596
|
62 |
+
Corner: 0.8598987800306073
|
63 |
+
Yellow card: 0.6879343719256132
|
64 |
+
Red card: 0.6858083544877704
|
65 |
+
Yellow->red card: 0.26909760432833785
|
66 |
+
|
67 |
+
tight tolerances average AP per class:
|
68 |
+
Penalty: 0.9065596044802829
|
69 |
+
Kick-off: 0.5513087712414222
|
70 |
+
Goal: 0.8664616111378455
|
71 |
+
Substitution: 0.5669912743773917
|
72 |
+
Offside: 0.6004949227420943
|
73 |
+
Shots on target: 0.6064689093816331
|
74 |
+
Shots off target: 0.6138232430816453
|
75 |
+
Clearance: 0.6234482025398194
|
76 |
+
Ball out of play: 0.7877722366423014
|
77 |
+
Throw-in: 0.7722404004776058
|
78 |
+
Foul: 0.7513184728371911
|
79 |
+
Indirect free-kick: 0.4787180072667003
|
80 |
+
Direct free-kick: 0.660139650635096
|
81 |
+
Corner: 0.8396130508895938
|
82 |
+
Yellow card: 0.6266737730096887
|
83 |
+
Red card: 0.6595102290614709
|
84 |
+
Yellow->red card: 0.253551606472811
|
85 |
+
|
86 |
+
Average mAP per matching tolerance:
|
87 |
+
0.5: 0.12165275012892124
|
88 |
+
1.0: 0.4850931400376868
|
89 |
+
2.0: 0.6331924864579567
|
90 |
+
3.0: 0.6860026509582634
|
91 |
+
4.0: 0.7056131764680416
|
92 |
+
5.0: 0.719452098675952
|
93 |
+
6.0: 0.7279845365651871
|
94 |
+
7.0: 0.733109940946103
|
95 |
+
8.0: 0.7399905056532482
|
96 |
+
9.0: 0.7428584684740024
|
97 |
+
10.0: 0.7448726356275048
|
98 |
+
15.0: 0.7594696541280659
|
99 |
+
20.0: 0.7633630765808164
|
100 |
+
25.0: 0.7658403629534931
|
101 |
+
30.0: 0.7675784282719862
|
102 |
+
35.0: 0.7693976576101933
|
103 |
+
40.0: 0.7705177539373202
|
104 |
+
45.0: 0.7713735740829538
|
105 |
+
50.0: 0.772416607890883
|
106 |
+
55.0: 0.773477748119113
|
107 |
+
60.0: 0.7743838565850502
|
108 |
+
|
models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/validation_evaluation/evaluation_run.pkl
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 3443114
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models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.data-00000-of-00001
ADDED
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version https://git-lfs.github.com/spec/v1
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size 87524998
|
models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/best_model/variables/variables.index
ADDED
Binary file (10.7 kB). View file
|
|
models/spotting_test_baidu_2.0_delta_zoo_lr5e-4_dwd5e-4_sr0.7/last_training_state.pkl
ADDED
@@ -0,0 +1,3 @@
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|
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version https://git-lfs.github.com/spec/v1
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size 346
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models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/keras_metadata.pb
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
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version https://git-lfs.github.com/spec/v1
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size 390329
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models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/saved_model.pb
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
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1 |
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version https://git-lfs.github.com/spec/v1
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size 2309358
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models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/shared_args.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:45e7aecfb5e1fb369cd444ae30204fe7e40e2f8953fd9a1d6758e7aacfa86852
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size 2414
|
models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_aggregate.txt
ADDED
@@ -0,0 +1,86 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
Spotting evaluation:
|
2 |
+
|
3 |
+
Classes used when computing mAP:
|
4 |
+
Penalty
|
5 |
+
Kick-off
|
6 |
+
Goal
|
7 |
+
Substitution
|
8 |
+
Offside
|
9 |
+
Shots on target
|
10 |
+
Shots off target
|
11 |
+
Clearance
|
12 |
+
Ball out of play
|
13 |
+
Throw-in
|
14 |
+
Foul
|
15 |
+
Indirect free-kick
|
16 |
+
Direct free-kick
|
17 |
+
Corner
|
18 |
+
Yellow card
|
19 |
+
Red card
|
20 |
+
Yellow->red card
|
21 |
+
|
22 |
+
Tolerances used when computing averages:
|
23 |
+
loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
|
24 |
+
tight: [1. 2. 3. 4. 5.]
|
25 |
+
|
26 |
+
Average-mAP: {'loose': 0.70549532221838, 'tight': 0.3686656808255795}
|
27 |
+
|
28 |
+
loose tolerances average AP per class:
|
29 |
+
Penalty: 0.9381937131937135
|
30 |
+
Kick-off: 0.762385351136379
|
31 |
+
Goal: 0.9021311644939966
|
32 |
+
Substitution: 0.818080818083698
|
33 |
+
Offside: 0.6409229339146846
|
34 |
+
Shots on target: 0.5997190089282661
|
35 |
+
Shots off target: 0.616965314896057
|
36 |
+
Clearance: 0.7768870540432028
|
37 |
+
Ball out of play: 0.8549052274539638
|
38 |
+
Throw-in: 0.8223634632744065
|
39 |
+
Foul: 0.7943132706297785
|
40 |
+
Indirect free-kick: 0.6303478457295613
|
41 |
+
Direct free-kick: 0.6988838698176714
|
42 |
+
Corner: 0.8839876375239379
|
43 |
+
Yellow card: 0.7451598515411106
|
44 |
+
Red card: 0.39531882655135747
|
45 |
+
Yellow->red card: 0.11285512650067493
|
46 |
+
|
47 |
+
tight tolerances average AP per class:
|
48 |
+
Penalty: 0.36970964992355365
|
49 |
+
Kick-off: 0.306318792950671
|
50 |
+
Goal: 0.5691281156927652
|
51 |
+
Substitution: 0.4138716948568844
|
52 |
+
Offside: 0.37383311180233353
|
53 |
+
Shots on target: 0.3426333099406213
|
54 |
+
Shots off target: 0.299596149052216
|
55 |
+
Clearance: 0.4000182869252811
|
56 |
+
Ball out of play: 0.5405752785328128
|
57 |
+
Throw-in: 0.4255268739558422
|
58 |
+
Foul: 0.47717532212613833
|
59 |
+
Indirect free-kick: 0.2907088690479236
|
60 |
+
Direct free-kick: 0.31398772576093187
|
61 |
+
Corner: 0.4772680863402932
|
62 |
+
Yellow card: 0.4390340649180631
|
63 |
+
Red card: 0.2234144327898183
|
64 |
+
Yellow->red card: 0.0045168094187010045
|
65 |
+
|
66 |
+
Average mAP per matching tolerance:
|
67 |
+
0.5: 0.03079205560587567
|
68 |
+
1.0: 0.10914430617708493
|
69 |
+
2.0: 0.23636849638806634
|
70 |
+
3.0: 0.37935140105187876
|
71 |
+
4.0: 0.5117710226557788
|
72 |
+
5.0: 0.5851993002361029
|
73 |
+
6.0: 0.6224088726062689
|
74 |
+
8.0: 0.6608834008267809
|
75 |
+
10.0: 0.6756644024057487
|
76 |
+
15.0: 0.6958758401547267
|
77 |
+
20.0: 0.7050436291777497
|
78 |
+
25.0: 0.7109167893772375
|
79 |
+
30.0: 0.7145413605576261
|
80 |
+
35.0: 0.7172122067578619
|
81 |
+
40.0: 0.7189253611066242
|
82 |
+
45.0: 0.7209749185560622
|
83 |
+
50.0: 0.7222927458755417
|
84 |
+
55.0: 0.7237899126247193
|
85 |
+
60.0: 0.7252234553804606
|
86 |
+
|
models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/validation_evaluation/evaluation_run.pkl
ADDED
@@ -0,0 +1,3 @@
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1 |
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version https://git-lfs.github.com/spec/v1
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size 3115271
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models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/variables/variables.data-00000-of-00001
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 74155300
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models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/best_model/variables/variables.index
ADDED
Binary file (10.7 kB). View file
|
|
models/spotting_test_resnet_normalized_confidence_zoo_lr1e-3_dwd2e-4_sr0.5_mu2.0/last_training_state.pkl
ADDED
@@ -0,0 +1,3 @@
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version https://git-lfs.github.com/spec/v1
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size 345
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models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/keras_metadata.pb
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
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version https://git-lfs.github.com/spec/v1
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size 391103
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models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/saved_model.pb
ADDED
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:e4439c755fbe6e09b54d8e8d9496f03ae1275a52ef6b08ba65ebbd90b7207e15
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size 2313296
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models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/shared_args.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:18c8c5d1d3a22cacca5faf644226517b2ca2c59361718a1bb3939c73b929323f
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size 2509
|
models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_aggregate.txt
ADDED
@@ -0,0 +1,108 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
Spotting evaluation:
|
2 |
+
|
3 |
+
Classes used when computing mAP:
|
4 |
+
Penalty
|
5 |
+
Kick-off
|
6 |
+
Goal
|
7 |
+
Substitution
|
8 |
+
Offside
|
9 |
+
Shots on target
|
10 |
+
Shots off target
|
11 |
+
Clearance
|
12 |
+
Ball out of play
|
13 |
+
Throw-in
|
14 |
+
Foul
|
15 |
+
Indirect free-kick
|
16 |
+
Direct free-kick
|
17 |
+
Corner
|
18 |
+
Yellow card
|
19 |
+
Red card
|
20 |
+
Yellow->red card
|
21 |
+
|
22 |
+
Tolerances used when computing averages:
|
23 |
+
loose: [ 5. 10. 15. 20. 25. 30. 35. 40. 45. 50. 55. 60.]
|
24 |
+
medium: [ 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.]
|
25 |
+
tight: [1. 2. 3. 4. 5.]
|
26 |
+
|
27 |
+
Average-mAP: {'loose': 0.6958861299638878, 'medium': 0.5999346777952036, 'tight': 0.5289948755011722}
|
28 |
+
|
29 |
+
loose tolerances average AP per class:
|
30 |
+
Penalty: 0.9478970237590929
|
31 |
+
Kick-off: 0.6743557253895452
|
32 |
+
Goal: 0.9021141238244884
|
33 |
+
Substitution: 0.7705792343372944
|
34 |
+
Offside: 0.6465992463818695
|
35 |
+
Shots on target: 0.6039226375470301
|
36 |
+
Shots off target: 0.6235256472264149
|
37 |
+
Clearance: 0.776022840565712
|
38 |
+
Ball out of play: 0.8570953825679789
|
39 |
+
Throw-in: 0.8091787667465319
|
40 |
+
Foul: 0.787543329315868
|
41 |
+
Indirect free-kick: 0.6066057166735183
|
42 |
+
Direct free-kick: 0.6998811508810872
|
43 |
+
Corner: 0.8924904722912949
|
44 |
+
Yellow card: 0.7248033473647646
|
45 |
+
Red card: 0.38528811260912527
|
46 |
+
Yellow->red card: 0.12216145190447686
|
47 |
+
|
48 |
+
medium tolerances average AP per class:
|
49 |
+
Penalty: 0.9380468729794068
|
50 |
+
Kick-off: 0.46058433303483337
|
51 |
+
Goal: 0.8523339499429768
|
52 |
+
Substitution: 0.6050240664320317
|
53 |
+
Offside: 0.5771840570886856
|
54 |
+
Shots on target: 0.5511573626502093
|
55 |
+
Shots off target: 0.5850378160078192
|
56 |
+
Clearance: 0.6398929372463155
|
57 |
+
Ball out of play: 0.748194215210628
|
58 |
+
Throw-in: 0.6536501129324245
|
59 |
+
Foul: 0.6540557206151613
|
60 |
+
Indirect free-kick: 0.4441868295500137
|
61 |
+
Direct free-kick: 0.6582771127506788
|
62 |
+
Corner: 0.8290656762132704
|
63 |
+
Yellow card: 0.6103792230711104
|
64 |
+
Red card: 0.3406567639768095
|
65 |
+
Yellow->red card: 0.05116247281608602
|
66 |
+
|
67 |
+
tight tolerances average AP per class:
|
68 |
+
Penalty: 0.9257341845047992
|
69 |
+
Kick-off: 0.3580547404531811
|
70 |
+
Goal: 0.7999489078398818
|
71 |
+
Substitution: 0.49806177935409157
|
72 |
+
Offside: 0.5053275911308506
|
73 |
+
Shots on target: 0.5053140804012998
|
74 |
+
Shots off target: 0.5501053705091552
|
75 |
+
Clearance: 0.5532699866759299
|
76 |
+
Ball out of play: 0.6407774223368152
|
77 |
+
Throw-in: 0.5256668479728649
|
78 |
+
Foul: 0.5320072005056276
|
79 |
+
Indirect free-kick: 0.3467520667032634
|
80 |
+
Direct free-kick: 0.6267047591086059
|
81 |
+
Corner: 0.7718606209197564
|
82 |
+
Yellow card: 0.5361064544680874
|
83 |
+
Red card: 0.3086438118288243
|
84 |
+
Yellow->red card: 0.008577058806894803
|
85 |
+
|
86 |
+
Average mAP per matching tolerance:
|
87 |
+
0.5: 0.08708937225501305
|
88 |
+
1.0: 0.3248088386724618
|
89 |
+
2.0: 0.4814491285388525
|
90 |
+
3.0: 0.5593748310863541
|
91 |
+
4.0: 0.5995487284476141
|
92 |
+
5.0: 0.626404789191275
|
93 |
+
6.0: 0.6407494399299578
|
94 |
+
7.0: 0.6565578435127098
|
95 |
+
8.0: 0.6645754882969692
|
96 |
+
9.0: 0.6707186484744184
|
97 |
+
10.0: 0.6752575666849006
|
98 |
+
15.0: 0.6863358297297503
|
99 |
+
20.0: 0.6924577970170378
|
100 |
+
25.0: 0.6957281074225149
|
101 |
+
30.0: 0.6995888933278269
|
102 |
+
35.0: 0.7030027961064762
|
103 |
+
40.0: 0.7045599856060585
|
104 |
+
45.0: 0.7074455947856204
|
105 |
+
50.0: 0.7094525099633234
|
106 |
+
55.0: 0.7117228666240523
|
107 |
+
60.0: 0.7119861754791356
|
108 |
+
|
models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/validation_evaluation/evaluation_run.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fb8c8a15cfef53cbbd67f86a8a2f0d2006b876df3601eb6f79d789c884d01e31
|
3 |
+
size 3443146
|
models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.data-00000-of-00001
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:bd5da8c10568e8bab07c2b3a34b0e01963f2d3163a7aab720fc781e271928f43
|
3 |
+
size 74155654
|
models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/best_model/variables/variables.index
ADDED
Binary file (10.7 kB). View file
|
|
models/spotting_test_resnet_normalized_delta_zoo_lr1e-3_dwd5e-4_sr0.5/last_training_state.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:576442c28c49f44d14fd7bfb0ae89243d39f3b84490f35b610301840139f4ea3
|
3 |
+
size 346
|