sed_eval
Installation instructions
Using pip
Using
setyp.py
Requirements
Tutorial
sed_eval
– Evaluation toolbox for Sound Event Detection
Quickstart: Using the evaluators
Sound event detection
Acoustic scene classification
Quickstart: Using
sed_eval
in Python code
Sound event detection
Acoustic scene classification
Sound Event Detection
Intermediate statistics
Segment-based
Event-based
Averaging
Cross-validation
Implemented metrics
Precision, Recall and F-score
Sensitivity and specificity
Accuracy
Balanced accuracy
Error Rate
Code
Segment based metrics
sed_eval.sound_event.SegmentBasedMetrics
sed_eval.sound_event.SegmentBasedMetrics.evaluate
sed_eval.sound_event.SegmentBasedMetrics.results
sed_eval.sound_event.SegmentBasedMetrics.results_overall_metrics
sed_eval.sound_event.SegmentBasedMetrics.results_class_wise_metrics
sed_eval.sound_event.SegmentBasedMetrics.results_class_wise_average_metrics
sed_eval.sound_event.SegmentBasedMetrics.result_report_parameters
sed_eval.sound_event.SegmentBasedMetrics.result_report_overall
sed_eval.sound_event.SegmentBasedMetrics.result_report_class_wise
sed_eval.sound_event.SegmentBasedMetrics.result_report_class_wise_average
sed_eval.sound_event.SegmentBasedMetrics.reset
Event based metrics
sed_eval.sound_event.EventBasedMetrics
sed_eval.sound_event.EventBasedMetrics.evaluate
sed_eval.sound_event.EventBasedMetrics.results
sed_eval.sound_event.EventBasedMetrics.results_overall_metrics
sed_eval.sound_event.EventBasedMetrics.results_class_wise_metrics
sed_eval.sound_event.EventBasedMetrics.results_class_wise_average_metrics
sed_eval.sound_event.EventBasedMetrics.result_report_parameters
sed_eval.sound_event.EventBasedMetrics.result_report_overall
sed_eval.sound_event.EventBasedMetrics.result_report_class_wise
sed_eval.sound_event.EventBasedMetrics.result_report_class_wise_average
sed_eval.sound_event.EventBasedMetrics.reset
Rerefences
Acoustic Scene Classification
Metrics
sed_eval.scene.SceneClassificationMetrics
sed_eval.scene.SceneClassificationMetrics.evaluate
sed_eval.scene.SceneClassificationMetrics.results
sed_eval.scene.SceneClassificationMetrics.results_overall_metrics
sed_eval.scene.SceneClassificationMetrics.results_class_wise_metrics
sed_eval.scene.SceneClassificationMetrics.results_class_wise_average_metrics
sed_eval.scene.SceneClassificationMetrics.result_report_parameters
sed_eval.scene.SceneClassificationMetrics.result_report_class_wise
sed_eval.scene.SceneClassificationMetrics.result_report_class_wise_average
sed_eval.scene.SceneClassificationMetrics.reset
Audio Tagging
Metrics
sed_eval.audio_tag.AudioTaggingMetrics
sed_eval.audio_tag.AudioTaggingMetrics.evaluate
sed_eval.audio_tag.AudioTaggingMetrics.results
sed_eval.audio_tag.AudioTaggingMetrics.results_overall_metrics
sed_eval.audio_tag.AudioTaggingMetrics.results_class_wise_metrics
sed_eval.audio_tag.AudioTaggingMetrics.results_class_wise_average_metrics
sed_eval.audio_tag.AudioTaggingMetrics.result_report_parameters
sed_eval.audio_tag.AudioTaggingMetrics.result_report_class_wise
sed_eval.audio_tag.AudioTaggingMetrics.result_report_class_wise_average
sed_eval.audio_tag.AudioTaggingMetrics.reset
Metrics
sed_eval.metric.f_measure
sed_eval.metric.precision
sed_eval.metric.recall
sed_eval.metric.accuracy
sed_eval.metric.accuracy2
sed_eval.metric.balanced_accuracy
sed_eval.metric.sensitivity
sed_eval.metric.specificity
sed_eval.metric.error_rate
sed_eval.metric.substitution_rate
sed_eval.metric.deletion_rate
sed_eval.metric.insertion_rate
sed_eval.metric.equal_error_rate
Tests
sed_eval.test.mcnemar
Utilities
Event list operations
sed_eval.util.event_list.unique_event_labels
sed_eval.util.event_list.unique_files
sed_eval.util.event_list.filter_event_list
sed_eval.util.event_list.max_event_offset
Event roll operations
sed_eval.util.event_roll.event_list_to_event_roll
sed_eval.util.event_roll.pad_event_roll
sed_eval.util.event_roll.match_event_roll_lengths
Scene list operations
sed_eval.util.scene_list.unique_scene_labels
Event matching operations
sed_eval.util.event_matching.bipartite_match
I/O
sed_eval.io.load_event_list
sed_eval.io.load_scene_list
sed_eval.io.load_file_pair_list
Glossary
Changes
v0.2.0
v0.1.4
v0.1.3
v0.1.2
v0.1.1
v0.1.0
sed_eval
Docs
»
Index
Index
_
|
A
|
B
|
C
|
D
|
E
|
F
|
I
|
L
|
M
|
O
|
P
|
R
|
S
|
U
|
V
_
__init__() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
A
accuracy() (in module sed_eval.metric)
accuracy2() (in module sed_eval.metric)
acoustic scene
AudioTaggingMetrics (class in sed_eval.audio_tag)
B
balanced_accuracy() (in module sed_eval.metric)
bipartite_match() (in module sed_eval.util.event_matching)
C
class_wise_accuracy() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
class_wise_count() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
class_wise_error_rate() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
class_wise_f_measure() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
D
deletion_rate() (in module sed_eval.metric)
E
equal_error_rate() (in module sed_eval.metric)
error_rate() (in module sed_eval.metric)
evaluate() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
,
[1]
event label
event offset
event onset
event_list_to_event_roll() (in module sed_eval.util.event_roll)
EventBasedMetrics (class in sed_eval.sound_event)
,
[1]
F
f_measure() (in module sed_eval.metric)
filter_event_list() (in module sed_eval.util.event_list)
I
insertion_rate() (in module sed_eval.metric)
L
load_event_list() (in module sed_eval.io)
load_file_pair_list() (in module sed_eval.io)
load_scene_list() (in module sed_eval.io)
M
macro-average
match_event_roll_lengths() (in module sed_eval.util.event_roll)
max_event_offset() (in module sed_eval.util.event_list)
mcnemar() (in module sed_eval.test)
micro-average
O
overall_accuracy() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
overall_error_rate() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
overall_f_measure() (sed_eval.sound_event.EventBasedMetrics method)
(sed_eval.sound_event.SegmentBasedMetrics method)
P
pad_event_roll() (in module sed_eval.util.event_roll)
precision() (in module sed_eval.metric)
R
recall() (in module sed_eval.metric)
reset() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
,
[1]
result_report_class_wise() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
result_report_class_wise_average() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
result_report_overall() (sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
result_report_parameters() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
,
[1]
results() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
results_class_wise_average_metrics() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
results_class_wise_metrics() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
results_overall_metrics() (sed_eval.audio_tag.AudioTaggingMetrics method)
(sed_eval.scene.SceneClassificationMetrics method)
(sed_eval.sound_event.EventBasedMetrics method)
,
[1]
(sed_eval.sound_event.SegmentBasedMetrics method)
S
scene label
SceneClassificationMetrics (class in sed_eval.scene)
sed_eval.audio_tag (module)
sed_eval.io (module)
sed_eval.metric (module)
sed_eval.scene (module)
sed_eval.sound_event (module)
sed_eval.test (module)
sed_eval.util (module)
SegmentBasedMetrics (class in sed_eval.sound_event)
,
[1]
sensitivity() (in module sed_eval.metric)
sound event
specificity() (in module sed_eval.metric)
substitution_rate() (in module sed_eval.metric)
U
unique_event_labels() (in module sed_eval.util.event_list)
unique_files() (in module sed_eval.util.event_list)
unique_scene_labels() (in module sed_eval.util.scene_list)
V
validate_offset() (sed_eval.sound_event.EventBasedMetrics static method)
validate_onset() (sed_eval.sound_event.EventBasedMetrics static method)