cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/wrk-2vv-pzh
title: Eurynome aspera (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bx8-wax-k97
title: Goniopsis pelii (Herklots, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qj8-pfg-635
title: Hippa testudinaria (J. F. W. Herbst, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clr-k5l-pps
title: Micippa thalia (Herbst, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3cj-ha3-cct
title: Macropodia rostrata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfj-ca6-nyt
title: Plagusia depressa (Fabricius, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fhl-sj2-d64
title: Pirimela denticulata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hce-2np-x19
title: Caridina isaloensis isaloensis Coutière, 1899

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wwr-q42-b45
title: Sudanonautes africanus (A. Milne-Edwards, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a9g-mvj-24f
title: Eriphia verrucosa (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z49-akl-vch
title: Uroptychus nitidus (A. Milne-Edwards, 1880)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qwz-rjz-eap
title: Eurynome aspera (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z2n-4zm-xdj
title: Philyra adamsii Bell, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tyh-pcj-ldp
title: Ocypode ceratophthalmus (Pallas, 1772)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zqz-0z6-qg8
title: Macrophthalmus (Mareotis) depressus Rüppell, 1830

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a5d-z5m-wtt
title: Metapenaeus elegans De Man, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7f-we0-1zc
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g2z-nds-vjb
title: Tubuca urvillei (H. Milne Edwards, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f84-sj3-f5v
title: Heterocarpus oryx A. Milne-Edwards, 1881

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/th4-2p7-0gs
title: Kishinouyepenaeopsis maxillipedo (Alcock, 1905)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8n4-62a-lnx
title: Thalamita spinimana Dana, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n8x-6ys-r2z
title: Metaplax distincta H. Milne Edwards, 1852

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.21227/bc86-aa67
title: "CAST-Phys"

description: "The Contactless Affective States Through Physiological Signals Database (CASTPhys) is a high-quality, multimodal dataset specifically developed for remote emotion recognition using both facial and physiological indicators. It features a diverse range of physiological signals, including photoplethysmography (PPG), electrodermal activity (EDA), and respiration rate (RR), along with high-resolution, uncompressed facial video recordings that support remote signal recovery. The dataset contains 1,080 facial videos alongside the corresponding physiological data collected from 60 participants, each of whom annotated 18 emotional video stimuli using self-reported valence and arousal ratings."
DOI: 10.3535/935-vtj-z2c
title: Dorippoides facchino (Herbst, 1785)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ej3-jsc-lm8
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhm-dp9-3gg
title: Palaemon elegans Rathke, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kr5-lnv-wj9
title: Penaeus aztecus Ives, 1891

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w8l-0ag-y2d
title: Macropodia rostrata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/je8-pyb-mvn
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p4d-lwe-5cc
title: Hyas araneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zy6-7jz-kmb
title: Pagurus bernhardus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/er7-0f0-yar
title: Crangon crangon (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jpd-349-mer
title: Macropodia rostrata (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xj-e06-hyk
title: Clibanarius infraspinatus (Hilgendorf, 1869)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qsj-0dh-arg
title: Pitho Bell, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hbv-a08-gy4
title: Candidiopotamon rathbuni (De Man, 1914)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h3h-2yw-74c
title: Alpheus floridanus Kingsley, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m98-cl9-bbw
title: Pilumnus hirtellus (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/403-9rc-2b2
title: Calcinus gaimardii (H. Milne-Edwards, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rgv-bxz-q5m
title: Uca maracoani (Latreille, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7z7-q4v-0e1
title: Alpheus floridanus Kingsley, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e75-gga-vz1
title: Macrobrachium aemulum (Nobili, 1906)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hvk-byd-p7f
title: Alpheus floridanus Kingsley, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/45z-0az-j58
title: Scyllarides tridacnophaga Holthuis, 1967

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kkg-ray-2p9
title: Pilumnus hirtellus (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cdx-b4l-rch
title: Palaemon pacificus (Stimpson, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ed0-47b-gqq
title: Hemigrapsus penicillatus (De Haan, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a6e-8qe-npy
title: Varunidae H. Milne Edwards, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bp4-9hs-qs0
title: Crangon crangon (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g2j-ek5-vlm
title: Crangon crangon (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q13-9ar-bza
title: Petrolisthes armatus (Gibbes, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/54f-cv1-1ll
title: Calliax lobata (De Gaillande & Lagardère, 1966)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bqx-g6l-2x2
title: Petrolisthes galathinus (Bosc, 1802)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftt-543-dpg
title: Palaemon elegans Rathke, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4yh-jmf-l1f
title: Palaemon elegans Rathke, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/txc-n2l-ba1
title: Alpheus floridanus Kingsley, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5sx-wfx-mls
title: Lithodes maja (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vz2-ztm-yc2
title: Portumnus latipes (Pennant, 1777)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/44b-mbh-evk
title: Petrochirus pustulatus (H. Milne-Edwards, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w74-ydx-ezb
title: Hyas araneus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymc-5r0-nkh
title: Lucensosergia lucens (Hansen, 1922)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/efj-rtq-4q7
title: Pisidia inaequalis (Heller, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ymz-cwv-vgj
title: Caridina nilotica (P. Roux, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lwc-y0g-4p7
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ld-b2q-qyg
title: Exhippolysmata ensirostris (Kemp, 1914)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fqn-v0j-yg6
title: Latreutes parvulus (Stimpson, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/07n-93l-mhz
title: Philarius imperialis (Kubo, 1940)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1k8-knq-1hy
title: Latreutes parvulus (Stimpson, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ftq-n34-bpd
title: Emerita analoga (Stimpson, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z6f-g44-0kn
title: Latreutes parvulus (Stimpson, 1871)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ah3-m1h-rx2
title: Palaemon antennarius H. Milne-Edwards, 1837

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x43-l24-g98
title: Diogenes pugilator (Roux, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/75a-5yq-sg2
title: Penaeus merguiensis De Man, 1888

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8ag-78p-qtf
title: Atelecyclus undecimdentatus (Herbst, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aas-2y1-tj0
title: Macrobrachium macrobrachion (Herklots, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q4q-q81-887
title: Atelecyclus undecimdentatus (Herbst, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y0d-5jn-azn
title: Pandalus dispar (M. J. Rathbun, 1902)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f4j-ptx-1ss
title: Pagurus bernhardus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pld-shg-6h8
title: Atelecyclus undecimdentatus (Herbst, 1783)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ce9-0e5-qje
title: Palaemon carteri (Gordon, 1935)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wys-7x7-x30
title: Uca heteropleura (Smith, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3wz-8cn-7c6
title: Clibanarius signatus Heller, 1861

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/80p-s40-sag
title: Leptuca dorotheae (von Hagen, 1968)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h7g-rdv-p36
title: Parapenaeus australiensis Dall, 1957

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvd-pm6-h8k
title: Leptuca stenodactylus (H. Milne Edwards & Lucas, 1843)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mwt-4tw-03q
title: Palaemon varians Leach, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yva-ngl-pwb
title: Goneplax rhomboides (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/akh-0dj-r1m
title: Palaemon varians Leach, 1813

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bkw-saq-xy9
title: Caridina rajadhari Bouvier, 1918

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j0k-0l0-9q3
title: Pilumnus sayi Rathbun, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r3s-3fg-zpb
title: Palinurellus gundlachi von Martens, 1878

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dnb-rvn-myd
title: Charybdis De Haan, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vmj-2fa-cx1
title: Crossotonotus compressipes A. Milne-Edwards, 1873

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxn-y08-wrb
title: Plesionika narval (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rhg-0by-d41
title: Coenobita scaevola (Forskål, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x75-np5-czj
title: Euceramus panatelus Glassell, 1938

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k9v-ar7-y5j
title: Williamstimpsonia denticulatus (White, 1848)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r8v-5xh-0f5
title: Portunus pelagicus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyt-bs4-4x7
title: Portunus pelagicus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pme-sct-1wl
title: Caridina africana Kingsley, 1883

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bgq-07s-ltz
title: Johngarthia planata (Stimpson, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c1l-mcy-0p9
title: Calocaris macandreae Bell, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnp-65y-qrr
title: Macrobrachium macrobrachion (Herklots, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lth-l0m-91s
title: Mesocrangon munitella (A. O. Walker, 1898)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/px3-hpz-902
title: Evibacus princeps S. I. Smith, 1869

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0wf-7h5-drz
title: Polybius depurator (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b3j-g82-1tq
title: Pagurus criniticornis (Dana, 1852)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eaw-m5t-bxp
title: Philocheras echinulatus (M. Sars, 1862)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1gl-ztt-vzj
title: Meganyctiphanes norvegica (M. Sars, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8dg-lr6-dtw
title: Parasesarma eumolpe (De Man, 1895)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l96-rjb-cc3
title: Acanthonyx lunulatus (Risso, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1eb-aal-bkh
title: Kingsleya latifrons (Randall, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jnc-vzk-cah
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bbk-dez-t7v
title: Pisidia longicornis (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0d7-6ek-tth
title: Percnon planissimum (Herbst, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vzh-txn-5sw
title: Porcellana cancrisocialis Glassell, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15835506
title: Lauda Manuscript Dataset with Active and Sequential Learning Codebase for Optical Music Recognition (OMR)

description: This archive contains the full dataset and Python codebase used in our MLSP 2025 paper:

**“Experimenting Active and Sequential Learning in a Medieval Music Manuscript”**

It supports **Optical Music Recognition (OMR)** and **Active Learning and Sequential Learning experiments** on historical document images.

---

### 📦 Contents:- `images/`: 340 high-resolution digitized medieval manuscript pages  - `annotations/`: COCO-format JSON with bounding boxes and class labels  - `data_split.py`: Creates train/val splits  - `Sequential_learning.py`: Trains the baseline object detection model  - `Uncertainty_AL.py`: Performs uncertainty-based active learning  - `README.md` and `LICENSE`

---

### 📄 License:Creative Commons Attribution 4.0 International (CC BY 4.0)

---

### 📚 Citation:If you use this dataset or code, please cite:

> Sharma, S., Simonetta, F., & Flammini, M. (2025). *Experimenting Active and Sequential Learning in a Medieval Music Manuscript*. IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Gran Sasso Science Institute, Italy.

---

### 🏛️ Acknowledgment

This work has been funded by the European Union (Horizon Programme for Research and Innovation 2021–2027, ERC Advanced Grant **“The Italian Lauda: Disseminating Poetry and Concepts Through Melody (12th–16th century)”**, acronym **LAUDARE**, project no. **101054750**).

The views and opinions expressed are, however, only those of the authors and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the awarding authority can be held responsible for such matters.
DOI: 10.5281/zenodo.15835507
title: Lauda Manuscript Dataset with Active and Sequential Learning Codebase for Optical Music Recognition (OMR)

description: This archive contains the full dataset and Python codebase used in our MLSP 2025 paper:

**“Experimenting Active and Sequential Learning in a Medieval Music Manuscript”**

It supports **Optical Music Recognition (OMR)** and **Active Learning and Sequential Learning experiments** on historical document images.

---

### 📦 Contents:- `images/`: 340 high-resolution digitized medieval manuscript pages  - `annotations/`: COCO-format JSON with bounding boxes and class labels  - `data_split.py`: Creates train/val splits  - `Sequential_learning.py`: Trains the baseline object detection model  - `Uncertainty_AL.py`: Performs uncertainty-based active learning  - `README.md` and `LICENSE`

---

### 📄 License:Creative Commons Attribution 4.0 International (CC BY 4.0)

---

### 📚 Citation:If you use this dataset or code, please cite:

> Sharma, S., Simonetta, F., & Flammini, M. (2025). *Experimenting Active and Sequential Learning in a Medieval Music Manuscript*. IEEE International Workshop on Machine Learning for Signal Processing (MLSP), Gran Sasso Science Institute, Italy.

---

### 🏛️ Acknowledgment

This work has been funded by the European Union (Horizon Programme for Research and Innovation 2021–2027, ERC Advanced Grant **“The Italian Lauda: Disseminating Poetry and Concepts Through Melody (12th–16th century)”**, acronym **LAUDARE**, project no. **101054750**).

The views and opinions expressed are, however, only those of the authors and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the awarding authority can be held responsible for such matters.
DOI: 10.3535/fx1-yst-jty
title: Porcellana cancrisocialis Glassell, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rma-zgk-jjz
title: Percnon planissimum (Herbst, 1804)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/34q-4ab-4vb
title: Ozius reticulatus (Desbonne in Desbonne & Schramm, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3x0-ed2-b5q
title: Tubicolixa chaetopterana (Stimpson, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cy9-fq0-rrc
title: Portunus pelagicus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.