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DCASE 2020 Challenge Task 2 Additional Training Dataset
<p><strong>Description</strong></p> <p>This dataset is the "additional training dataset" for the <strong>DCASE 2020 Challenge Task 2 "Unsupervised Detection of Anomalous Sounds for Machine Condition Monitoring" </strong><a href="http://dcase.community/challenge2020/task-unsupervised-detection-of-anomalous-sounds">[task description]</a>. </p> <p>In the task, three datasets have been or will be released: "<a href="http://zenodo.org/record/3678171">development dataset</a>", "additional training dataset", and "<a href="https://zenodo.org/record/3841772">evaluation dataset</a>". This additional training dataset was released before the "<a href="https://zenodo.org/record/3841772">evaluation dataset</a>". This dataset includes around 1,000 normal samples for each Machine Type and Machine ID used in the <a href="https://zenodo.org/record/3841772">evaluation dataset</a> and can be used for model training in advance.</p> <p>The recording procedure and data format are the same as the <a href="http://zenodo.org/record/3678171">development dataset</a>. The Machine IDs in this dataset are different from those in the <a href="http://zenodo.org/record/3678171">development dataset</a>. For more information, please see the pages of the <a href="http://zenodo.org/record/3678171">development dataset</a> and the <a href="http://dcase.community/challenge2020/task-unsupervised-detection-of-anomalous-sounds">task description</a>. </p> <p> </p> <p><strong>Directory structure</strong></p> <p>Once you unzip the downloaded files from Zenodo, you can see the following directory structure. Machine Type information is given by directory name, and Machine ID and condition information are given by file name, as:</p> <ul> </ul> <p>/eval_data</p> <ul> <li>/ToyCar <ul> <li>/train (Only normal data for all Machine IDs are included.) <ul> <li>/normal_id_05_00000000.wav</li> <li>...</li> <li>/normal_id_05_00000999.wav</li> <li>/normal_id_06_00000000.wav</li> <li>...</li> <li>/normal_id_07_00000999.wav</li> </ul> </li> </ul> </li> <li>/ToyConveyor (The other Machine Types have the same directory structure as ToyCar.)</li> <li>/fan</li> <li>/pump</li> <li>/slider</li> <li>/valve</li> </ul> <p> </p> <p>The paths of audio files are:</p> <ul> <li>"/eval_data/<Machine_Type>/train/normal_id_<Machine_ID>_[0-9]+.wav"</li> </ul> <p>For example, the Machine Type and Machine ID of "/ToyCar/train/normal_id_05_00000000.wav" are "ToyCar" and "05", respectively, and its condition is normal (This dataset includes only normal samples). </p> <p> </p> <p><strong>Baseline system</strong></p> <p>A simple baseline system is available on the Github repository <a href="https://github.com/y-kawagu/dcase2020_task2_baseline">[URL]</a>. The baseline system provides a simple entry-level approach that gives a reasonable performance in the dataset of Task 2. It is a good starting point, especially for entry-level researchers who want to get familiar with the anomalous-sound-detection task.</p> <p> </p> <p><strong>Conditions of use</strong></p> <p>This dataset was created jointly by <strong>NTT Corporation</strong> and <strong>Hitachi, Ltd.</strong> and is available under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) license.</p> <p> </p> <p><strong>Publication</strong></p> <p>If you use this dataset, please cite <strong>all the following three papers</strong>:</p> <p>Yuma Koizumi, Shoichiro Saito, Noboru Harada, Hisashi Uematsu, and Keisuke Imoto, "ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound Detection," in Proc. of IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), 2019. <a href="https://ieeexplore.ieee.org/document/8937164">[pdf]</a></p> <p>Harsh Purohit, Ryo Tanabe, Kenji Ichige, Takashi Endo, Yuki Nikaido, Kaori Suefusa, and Yohei Kawaguchi, “MIMII Dataset: Sound Dataset for Malfunctioning Industrial Machine Investigation and Inspection,” in Proc. 4th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2019. <a href="http://dcase.community/documents/workshop2019/proceedings/DCASE2019Workshop_Purohit_21.pdf">[pdf]</a></p> <p>Yuma Koizumi, Yohei Kawaguchi, Keisuke Imoto, Toshiki Nakamura, Yuki Nikaido, Ryo Tanabe, Harsh Purohit, Kaori Suefusa, Takashi Endo, Masahiro Yasuda, and Noboru Harada, "Description and Discussion on DCASE2020 Challenge Task2: Unsupervised Anomalous Sound Detection for Machine Condition Monitoring<em>,"</em> in Proc. 5th Workshop on Detection and Classification of Acoustic Scenes and Events (DCASE), 2020. <a href="https://dcase.community/documents/workshop2020/proceedings/DCASE2020Workshop_Koizumi_3.pdf">[pdf]</a></p> <p><br> <strong>Feedback</strong></p> <p>If there is any problem, please contact us:</p> <ul> <li>Yuma Koizumi, <a href="mailto:koizumi.yuma@ieee.org">koizumi.yuma@ieee.org</a></li> <li>Yohei Kawaguchi, <a href="mailto:yohei.kawaguchi.xk@hitachi.com">yohei.kawaguchi.xk@hitachi.com</a></li> <li>Keisuke Imoto, <a href="mailto:keisuke.imoto@ieee.org">keisuke.imoto@ieee.org</a></li> </ul>
Figs 19-28 in Aradidae (Heteroptera) new to North America and Canada, with some additional provincial and state records for Canada and the USA
Figs 19-28. Aradus brevicornis. (19) holotype male, dorsal view; (20) lateral view; (21) brachypterous female (AK); (22-23) labels attached to holotype; (24-28) male genitalic structures; (24-26) left paramere, (27) left parandrium, (28) tergite IX. Scales: 1mm (19-21); 0.1mm (24-28).
Figs 26-31 in New species and additional records of Ischnosoma from Georgia (Coleoptera, Staphylinidae, Tachyporinae)
Figs 26-31: Ischnosoma acre (26-27), I. molle (28-29), and I. solodovnikovi (30-31): (26, 28, 30) postero-median portion of male sternite VII; (27, 29, 31) close-up of postero-median portion of male sternite VII. Scale bars: 26, 28, 30: 0.2 mm; 27, 29, 31: 0.1 mm.
Figs 9-16 in New species and additional records of Ischnosoma from Georgia (Coleoptera, Staphylinidae, Tachyporinae)
Figs 9-16: Ischnosoma acre (9-12; 9-10: holotype; 11-12: paratype), I. molle (13-14), and I. solodovnikovi (15-16): aedeagus in lateral and in ventral view. Scale bar: 0.2 mm.
Figs 47-51 in New species and additional records of Ischnosoma from Georgia (Coleoptera, Staphylinidae, Tachyporinae)
Figs 47-51: Ischnosoma cuspidatum: (47) head and pronotum in lateral view; (48) male sternite VII; (49) male sternite VIII; (50-51) aedeagus in lateral and in ventral view. Scale bars: 47: 0.5 mm; 48-51: 0.2 mm.
Map 2 in New species and additional records of Ischnosoma from Georgia (Coleoptera, Staphylinidae, Tachyporinae)
Map 2: Confirmed distribution of Ischnosoma myops (black circles) and type locality of I. cuspidatum (white star).
Figs 1-11 in Aradidae (Heteroptera) new to North America and Canada, with some additional provincial and state records for Canada and the USA
Figs 1-11. (1) Aradus depressus, female (BC); (2) Aradus laeviusculus, male (BC); (3) Aradus apicalis, female (BC); (4-7) Aradus depressus male genitalic structures; 4-5 left paramere; 6 tergite IX, 7 left parandrium; (8-11) Aradus laeviusculus, male genitalic structures; (8-9) left paramere, (10) tergite IX, (11) left parandrium. Scales: 1mm (1-3); 0.1mm (4-11).
Figs 11-17 in Three new species of Platyprosopus from Thailand, Cambodia, and Sierra Leone, and additional records (Coleoptera, Staphylinidae, Staphylininae)
Figs 11-17: Platyprosopus maximus: (11) forebody; (12) median dorsal portion of head; (13) median portion of pronotum; (14) male tergites IX-X; (15) male sternite IX; (16-17) aedeagus in lateral and in ventral view. Scale bars: 11, 14-17: 1.0 mm; 12-13: 0.2 mm.
Figs 34-42 in A revision of Geostiba of the West Palaearctic region. XXVII. New species from Georgia and Kyrgyzstan, and additional records (Coleoptera, Staphylinidae, Aleocharinae)
Figs 34-42: Geostiba prominens (34-37) and G. dentata (38-42): (34, 38) male forebody in dorsal view; (35) male forebody in lateral view; (36-37, 41-42) median lobe of aedeagus in lateral and in ventral view; (39) head in lateral view; (40) male abdominal segments VI-VII. Scale bars: 34-35, 38-40: 0.5 mm; 36-37, 41-42: 0.1 mm.
Figure 3 in Two new genera, Limnohalacarus and Soldanellonyx (Acari: Halacaridae) in freshwater halacarid mites with additional new records from Turkey
Figure 3. Halacarellus hyrcanus (Viets, 1928) (deutonymph) – A. Idiosoma, dorsal view; B. Idiosoma, ventral view; C. Gnathosoma, ventral view; D. Leg I, medial view; E. H. hyrcanus (protonymph) – E idiosoma, ventral view. Scale bars: A–C 100 µm, D–E 50 µm.
Figure 6. Soldanellonyx monardi Walter, 1919 in Two new genera, Limnohalacarus and Soldanellonyx (Acari: Halacaridae) in freshwater halacarid mites with additional new records from Turkey
Figure 6. Soldanellonyx monardi Walter, 1919 (female) – A. idiosoma, dorsal view; B. idiosoma, ventral view; C. gnathosoma, ventral view and chelicera, lateral view; D. palp, medial view; E. leg I, lateral view; F. Genitoanal plate, deutonymph; G–H. Porohalacarus alpinus (Thor, 1910), deutonymph; G. idiosoma, dorsal view; H. Genitoanal plate. Scale bars: 50 µm.
Figure 4 in Two new genera, Limnohalacarus and Soldanellonyx (Acari: Halacaridae) in freshwater halacarid mites with additional new records from Turkey
Figure 4. Limnohalacarus wackeri (Walter, 1914) (male) – A. Idiosoma, dorsal view; B idiosoma, ventral view; C. reticulation on the plates; D. Gnathosoma, ventral view; E. Palp, lateral view; F. Leg I, medial view. Scale bars: 100 µm.
Datasets and images of publication: Additive manufacturing for self-healing soft robots
<p>This entry contains the images and data used for the publication: Additive manufacturing for self-healing soft robots (DOI: 10.1089/soro.2019.0081). The datasets are named after the image they refer to and are available under the CC-BYSA 4.0 International license.</p>
Figs 17-22 in Three new species and additional records of Oedichirus (Coleoptera, Staphylinidae, Paederinae)
Figs 17-22: Oedichirus puicus: (17) habitus; (18) forebody; (19) abdomen; (20) male abdominal segments VII-VIII in ventral view; (21-22) aedeagus in lateral and in ventral view. Scale bars: 17- 19: 1.0 mm; 20: 0.5 mm; 21-22: 0.2 mm.
Figs 1-7 in Three new species and additional records of Oedichirus (Coleoptera, Staphylinidae, Paederinae)
Figs 1-7: Oedichirus pauli (1-6) and O. russipennis (7): (1) habitus (holotype); (2) forebody; (3, 7) male abdominal segments VII-VIII in ventral view; (4) male abdominal segments VII-VIII in latero-ventral view; (5-6) aedeagus in lateral and in ventral view. Scale bars: 1-4: 1.0 mm; 5-7: 0.5 mm.
Figs 10-17 in A revision of Palaearctic and Oriental Scymbalium and Micrillus III. New species, new combinations, and additional records (Coleoptera: Staphylinidae: Paederinae)
Figs 10-17: Micrillus virgatus: (10) habitus; (11) forebody; (12) antenna; (13) abdomen; (14-17) aedeagus in lateral and in ventral view of males from Thailand (14-15) and Cambodia (16-17). Scale bars: 10-13: 1.0 mm; 14-17: 0.5 mm.
Figs 1-8 in A revision of Pinobius. II. Three new species from Cambodia and Indonesia, and additional records (Coleoptera: Staphylinidae: Paederinae)
Figs 1-8: Pinobius acutus nov.sp. (1-4) and P. rossii nov.sp. (5-8): (1, 5) habitus; (2, 6) forebody; (3-4, 7-8) aedeagus in lateral and in ventral view. Scale bars: 1, 5: 2.0 mm; 2, 6: 1.0 mm; 3-4, 7-8: 0.5 mm.
Figs 45-51 in A revision of Geostiba of the West Palaearctic region. XXVI. New species and additional records, primarily from the Caucasus region (Coleoptera: Staphylinidae: Aleocharinae)
Figs 45-51: Geostiba marmotae nov.sp.: (45) sutural portion of male elytra; (46) apex of male abdomen; (47) male tergite VIII; (48) male sternite VIII; (49-50) median lobe of aedeagus in lateral and in ventral view; (51) spermatheca. Scale bars: 46-48: 0.2 mm; 45, 49-51: 0.1 mm.
Figs 36-42 in A revision of Geostiba of the West Palaearctic region. XXVI. New species and additional records, primarily from the Caucasus region (Coleoptera: Staphylinidae: Aleocharinae)
Figs 36-42: Geostiba deliqua nov.sp.: (36) male habitus; (37) male forebody; (38-41) median lobe of aedeagus in lateral and in ventral view; (42) spermatheca. Scale bars: 36: 1.0 mm; 37: 0.2 mm; 38-42: 0.1 mm.
Figs 22-35 in A revision of Geostiba of the West Palaearctic region. XXVI. New species and additional records, primarily from the Caucasus region (Coleoptera: Staphylinidae: Aleocharinae)
Figs 22-35: Geostiba nigrohortensia nov.sp.: (22) male habitus; (23) male forebody in dorsal view; (24) male forebody in lateral view; (25) male abdomen; (26-30) median lobe of aedeagus in lateral and in ventral view; (31-35) spermatheca. Scale bars: 22: 1.0 mm; 23-25: 0.5 mm; 26-35: 0.1 mm.
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