toolbox for music information retrieval (mir toolbox) Search Results


music information retrieval toolbox version 1.6.1  (MathWorks Inc)
90
MathWorks Inc music information retrieval toolbox version 1.6.1
Music Information Retrieval Toolbox Version 1.6.1, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/music information retrieval toolbox version 1.6.1/product/MathWorks Inc
Average 90 stars, based on 1 article reviews
music information retrieval toolbox version 1.6.1 - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
music information retrieval (mir) toolbox  (MathWorks Inc)
90
MathWorks Inc music information retrieval (mir) toolbox
Music Information Retrieval (Mir) Toolbox, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/music information retrieval (mir) toolbox/product/MathWorks Inc
Average 90 stars, based on 1 article reviews
music information retrieval (mir) toolbox - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
mir toolbox for  (MathWorks Inc)
90
MathWorks Inc mir toolbox for
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Mir Toolbox For, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/mir toolbox for/product/MathWorks Inc
Average 90 stars, based on 1 article reviews
mir toolbox for - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
music information retrieval toolbox version 1.8.1  (MathWorks Inc)
90
MathWorks Inc music information retrieval toolbox version 1.8.1
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Music Information Retrieval Toolbox Version 1.8.1, supplied by MathWorks Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/music information retrieval toolbox version 1.8.1/product/MathWorks Inc
Average 90 stars, based on 1 article reviews
music information retrieval toolbox version 1.8.1 - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
mp3 vocal track recording of the 2008 hit song “paparazzi  (Sony)
90
Sony mp3 vocal track recording of the 2008 hit song “paparazzi
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Mp3 Vocal Track Recording Of The 2008 Hit Song “Paparazzi, supplied by Sony, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/mp3 vocal track recording of the 2008 hit song “paparazzi/product/Sony
Average 90 stars, based on 1 article reviews
mp3 vocal track recording of the 2008 hit song “paparazzi - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
playstation 3  (Sony)
90
Sony playstation 3
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Playstation 3, supplied by Sony, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/playstation 3/product/Sony
Average 90 stars, based on 1 article reviews
playstation 3 - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
sony music  (Sony)
90
Sony sony music
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Sony Music, supplied by Sony, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/sony music/product/Sony
Average 90 stars, based on 1 article reviews
sony music - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
jiancheng zeng  (Jiancheng Inc)
90
Jiancheng Inc jiancheng zeng
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Jiancheng Zeng, supplied by Jiancheng Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/jiancheng zeng/product/Jiancheng Inc
Average 90 stars, based on 1 article reviews
jiancheng zeng - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
trifflumezopyrim  (DowDuPont Inc)
90
DowDuPont Inc trifflumezopyrim
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Trifflumezopyrim, supplied by DowDuPont Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/trifflumezopyrim/product/DowDuPont Inc
Average 90 stars, based on 1 article reviews
trifflumezopyrim - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
kefan song  (Johns Hopkins HealthCare)
90
Johns Hopkins HealthCare kefan song
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Kefan Song, supplied by Johns Hopkins HealthCare, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/kefan song/product/Johns Hopkins HealthCare
Average 90 stars, based on 1 article reviews
kefan song - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier
xue song  (Thomson Healthcare)
90
Thomson Healthcare xue song
Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with <t>MIR</t> Toolbox <t>for</t> <t>Matlab</t> . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.
Xue Song, supplied by Thomson Healthcare, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/result/xue song/product/Thomson Healthcare
Average 90 stars, based on 1 article reviews
xue song - by Bioz Stars, 2026-03
90/100 stars
  Buy from Supplier

Image Search Results


Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with MIR Toolbox for Matlab . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.

Journal: Frontiers in Neuroscience

Article Title: Atonal Music: Can Uncertainty Lead to Pleasure?

doi: 10.3389/fnins.2018.00979

Figure Lengend Snippet: Single piece analysis of features (key and pulse clarity) by means of automated extraction. This figure displays the results of the analysis of single pieces with MIR Toolbox for Matlab . Red lines represent classical pieces, blue lines atonal pieces. In (A) results for key clarity are displayed, using a window size of 5 s and a hop factor of 33%. Even though at some points the values of modern pieces lie above classical piece values, classical pieces tend to obtain higher values over time (compare Table ). In order to demonstrate the scope of key clarity that the algorithm is able to reveal we included a C Major chord (yellow) and white noise (green) into our analysis as reference points. Even though the representation particularly of the white noise indicating peaks and lows extracted from a constant signal can be seen as critical, it gives a reference of how to evaluate the key-related feature extraction of the pieces (see Table for absolute and mean values of key clarity). In case of pulse clarity (B) , classical pieces obtain much higher values than atonal pieces and results are more significant. However, the Chopin piece shows lower values, which can be explained by the rubato interpretation of the musician, which generates slight changes in tempo at formal borders within a piece (e.g., “ritardandos” = deceleration). Particularly, at around 10 s, a drop of pulse clarity can be seen which is reflecting the deceleration of the pianist at the end of the first presentation of the main motif.

Article Snippet: While we use music theoretical analyses to give a functional analysis as well as to provide a visual illustration of the scores of the musical excerpts, the analyses conducted with the MIR (music information retrieval) toolbox for Matlab ( ) have the purpose to calculate particular features both in single pieces and in a corpus analysis.

Techniques: Extraction

Corpus analysis of 100 piano pieces. Figure shows the mean key and pulse clarity values for each musical style, extracted with MIR Toolbox for Matlab . Two independent-samples t -tests were conducted to compare the two corpora (AM = atonal music; TM = tonal music). There was a significant difference in key clarity values for atonal ( M = 0.5, SD = 0.1) and tonal ( M = 0.8, SD = 0.1) excerpts; t (98) = 15, p < 0.0001; Effect size d Cohen = 3; 95% CI (2.19/3.81). Similarly, there was a significant difference in pulse clarity values for atonal ( M = 0.2, SD = 0.1) and tonal ( M = 0.4, SD = 0.1) excerpts; t (98) = 10, p < 0.0001; Effect size d Cohen = 2; 95% CI (1.32/2.68). The results represent the striven manifestation of features and demonstrate the reliability of this computational approach.

Journal: Frontiers in Neuroscience

Article Title: Atonal Music: Can Uncertainty Lead to Pleasure?

doi: 10.3389/fnins.2018.00979

Figure Lengend Snippet: Corpus analysis of 100 piano pieces. Figure shows the mean key and pulse clarity values for each musical style, extracted with MIR Toolbox for Matlab . Two independent-samples t -tests were conducted to compare the two corpora (AM = atonal music; TM = tonal music). There was a significant difference in key clarity values for atonal ( M = 0.5, SD = 0.1) and tonal ( M = 0.8, SD = 0.1) excerpts; t (98) = 15, p < 0.0001; Effect size d Cohen = 3; 95% CI (2.19/3.81). Similarly, there was a significant difference in pulse clarity values for atonal ( M = 0.2, SD = 0.1) and tonal ( M = 0.4, SD = 0.1) excerpts; t (98) = 10, p < 0.0001; Effect size d Cohen = 2; 95% CI (1.32/2.68). The results represent the striven manifestation of features and demonstrate the reliability of this computational approach.

Article Snippet: While we use music theoretical analyses to give a functional analysis as well as to provide a visual illustration of the scores of the musical excerpts, the analyses conducted with the MIR (music information retrieval) toolbox for Matlab ( ) have the purpose to calculate particular features both in single pieces and in a corpus analysis.

Techniques: