cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/fgjd95tcr8
title: Photorealistic Synthesis of Oral Lichen Planus Lesions: Code and Example Dataset

description: This dataset accompanies the manuscript "Photorealistic Synthesis of Oral Lichen Planus and Lichenoid Lesions Enhances Deep-Learning Segmentation in Intra-Oral Photographs" submitted to Computerized Medical Imaging and Graphics.

Research Context: Medical image analysis for oral potentially malignant disorders (OPMDs) is hindered by limited annotated datasets. This work addresses data scarcity by combining CycleGAN with a Realistic Enhancement Algorithm (REA) to synthesize photorealistic oral lichen planus/lichenoid lesion (OLP/OLL) images on healthy buccal mucosa photographs.

What This Dataset Contains:

1. codes.zip — Source code for the CycleGAN+REA synthesis pipeline: buccal mucosa segmentation, CycleGAN lesion generation, REA histogram matching, Laplacian pyramid blending, QC screening, and segmentation inference scripts.
2. models.zip — Pretrained weights: CycleGAN generator, TensorFlow-based buccal mucosa segmentation, OLP lesion segmentation (QC), and three Experiment 1 architectures (MANet+MiT-B2, FPN+MiT-B0, PSPNet+EfficientNet-B0).
3. data.zip — De-identified example images: healthy buccal mucosa inputs and real lesion images with ground-truth masks.

Key Findings:

* REA combines masked histogram matching with Laplacian pyramid blending to reduce CycleGAN artifacts (color drift, boundary discontinuities)
* 520 dental professionals achieved only 58.22% discrimination accuracy (chance=50%), indicating high realism
* Synthetic augmentation improved segmentation by up to +2.08 mIoU points

How to Use:
1. Unzip codes.zip, data.zip, and models.zip
2. Install dependencies from requirements_simplified.txt
3. Run realistic_lesion_pipeline.py for synthesis
4. Run oral_lesion_segmentation.py for segmentation inference

Data Restrictions: Due to ethics restrictions, the full clinical dataset cannot be released. This repository provides minimal examples to demonstrate pipeline functionality.

Associated Publication: Theppitak S, Wongsapai M, Jaidee E, Sakdapreecha C, Ittichaicharoen J, Pongsiriwet S, Warin K, Suebnukarn S, Wuttisarnwattana P. "Photorealistic Synthesis of Oral Lichen Planus and Lichenoid Lesions Enhances Deep-Learning Segmentation in Intra-Oral Photographs", Computerized Medical Imaging and Graphics. [Under Review]
DOI: 10.13130/rd_unimi/cmir61/o3gxph
title: Ottobre_1897_Pagina_057.jpg

description: Bulletin of 1897/10/15
DOI: 10.13130/rd_unimi/i5awbn/1g8pfv
title: Luglio_1920_Pagina_057.jpg

description: Bulletin of 1920/07/10
DOI: 10.13130/rd_unimi/zvkzj5/ilwcr6
title: Luglio_1918_Pagina_068.jpg

description: Bulletin of 1918/07/12
DOI: 10.17632/fgjd95tcr8.1
title: Photorealistic Synthesis of Oral Lichen Planus Lesions: Code and Example Dataset

description: This dataset accompanies the manuscript "Photorealistic Synthesis of Oral Lichen Planus and Lichenoid Lesions Enhances Deep-Learning Segmentation in Intra-Oral Photographs" submitted to Computerized Medical Imaging and Graphics.

Research Context: Medical image analysis for oral potentially malignant disorders (OPMDs) is hindered by limited annotated datasets. This work addresses data scarcity by combining CycleGAN with a Realistic Enhancement Algorithm (REA) to synthesize photorealistic oral lichen planus/lichenoid lesion (OLP/OLL) images on healthy buccal mucosa photographs.

What This Dataset Contains:

1. codes.zip — Source code for the CycleGAN+REA synthesis pipeline: buccal mucosa segmentation, CycleGAN lesion generation, REA histogram matching, Laplacian pyramid blending, QC screening, and segmentation inference scripts.
2. models.zip — Pretrained weights: CycleGAN generator, TensorFlow-based buccal mucosa segmentation, OLP lesion segmentation (QC), and three Experiment 1 architectures (MANet+MiT-B2, FPN+MiT-B0, PSPNet+EfficientNet-B0).
3. data.zip — De-identified example images: healthy buccal mucosa inputs and real lesion images with ground-truth masks.

Key Findings:

* REA combines masked histogram matching with Laplacian pyramid blending to reduce CycleGAN artifacts (color drift, boundary discontinuities)
* 520 dental professionals achieved only 58.22% discrimination accuracy (chance=50%), indicating high realism
* Synthetic augmentation improved segmentation by up to +2.08 mIoU points

How to Use:
1. Unzip codes.zip, data.zip, and models.zip
2. Install dependencies from requirements_simplified.txt
3. Run realistic_lesion_pipeline.py for synthesis
4. Run oral_lesion_segmentation.py for segmentation inference

Data Restrictions: Due to ethics restrictions, the full clinical dataset cannot be released. This repository provides minimal examples to demonstrate pipeline functionality.

Associated Publication: Theppitak S, Wongsapai M, Jaidee E, Sakdapreecha C, Ittichaicharoen J, Pongsiriwet S, Warin K, Suebnukarn S, Wuttisarnwattana P. "Photorealistic Synthesis of Oral Lichen Planus and Lichenoid Lesions Enhances Deep-Learning Segmentation in Intra-Oral Photographs", Computerized Medical Imaging and Graphics. [Under Review]
DOI: 10.13130/rd_unimi/cea2oy/ngdzki
title: Ottobre_1888_Pagina_072.jpg

description: Bulletin of 1888/10/18
DOI: 10.13130/rd_unimi/cgo8lw/zhujyp
title: Luglio_1914_Pagina_081.jpg

description: Bulletin of 1914/07/14
DOI: 10.13130/rd_unimi/zbysir/hlxl4u
title: Novembre_1900_Pagina_103.jpg

description: Bulletin of 1900/11/26
DOI: 10.13130/rd_unimi/cmir61/ifipub
title: Ottobre_1897_Pagina_058.jpg

description: Bulletin of 1897/10/15
DOI: 10.13130/rd_unimi/pddrps/ibd5ox
title: Febbraio_1937_Pagina_122.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/zvkzj5/vubj8p
title: Luglio_1918_Pagina_069.jpg

description: Bulletin of 1918/07/12
DOI: 10.13130/rd_unimi/cgo8lw/z6am7h
title: Luglio_1914_Pagina_082.jpg

description: Bulletin of 1914/07/14
DOI: 10.13130/rd_unimi/cea2oy/2vh5xt
title: Ottobre_1888_Pagina_073.jpg

description: Bulletin of 1888/10/19
DOI: 10.13130/rd_unimi/i5awbn/0cbbol
title: Luglio_1920_Pagina_058.jpg

description: Bulletin of 1920/07/10
DOI: 10.13130/rd_unimi/pddrps/r5p9k0
title: Febbraio_1937_Pagina_123.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/zbysir/yhlktb
title: Novembre_1900_Pagina_104.jpg

description: Bulletin of 1900/11/26
DOI: 10.13130/rd_unimi/zvkzj5/u9iyhy
title: Luglio_1918_Pagina_070.jpg

description: Bulletin of 1918/07/12
DOI: 10.13130/rd_unimi/cgo8lw/8iojn1
title: Luglio_1914_Pagina_083.jpg

description: Bulletin of 1914/07/14
DOI: 10.13130/rd_unimi/cmir61/83adur
title: Ottobre_1897_Pagina_059.jpg

description: Bulletin of 1897/10/15
DOI: 10.13130/rd_unimi/cea2oy/lzgu2g
title: Ottobre_1888_Pagina_074.jpg

description: Bulletin of 1888/10/19
DOI: 10.13130/rd_unimi/i5awbn/hhhwsi
title: Luglio_1920_Pagina_059.jpg

description: Bulletin of 1920/07/10
DOI: 10.13130/rd_unimi/zbysir/pjbmf2
title: Novembre_1900_Pagina_105.jpg

description: Bulletin of 1900/11/27
DOI: 10.13130/rd_unimi/cmir61/eyqluq
title: Ottobre_1897_Pagina_060.jpg

description: Bulletin of 1897/10/15
DOI: 10.13130/rd_unimi/pddrps/w2pf7a
title: Febbraio_1937_Pagina_124.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/zvkzj5/itewcm
title: Luglio_1918_Pagina_071.jpg

description: Bulletin of 1918/07/12
DOI: 10.13130/rd_unimi/cea2oy/pj1xrf
title: Ottobre_1888_Pagina_075.jpg

description: Bulletin of 1888/10/19
DOI: 10.13130/rd_unimi/cgo8lw/xxhrdx
title: Luglio_1914_Pagina_084.jpg

description: Bulletin of 1914/07/14
DOI: 10.13130/rd_unimi/i5awbn/zxhneo
title: Luglio_1920_Pagina_060.jpg

description: Bulletin of 1920/07/10
DOI: 10.13130/rd_unimi/zbysir/dkrapu
title: Novembre_1900_Pagina_106.jpg

description: Bulletin of 1900/11/27
DOI: 10.13130/rd_unimi/zvkzj5/fgizwa
title: Luglio_1918_Pagina_072.jpg

description: Bulletin of 1918/07/12
DOI: 10.13130/rd_unimi/cmir61/rwstrc
title: Ottobre_1897_Pagina_061.jpg

description: Bulletin of 1897/10/16
DOI: 10.13130/rd_unimi/pddrps/adg2rv
title: Febbraio_1937_Pagina_125.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/cea2oy/tqqmkr
title: Ottobre_1888_Pagina_076.jpg

description: Bulletin of 1888/10/19
DOI: 10.13130/rd_unimi/cgo8lw/k1vqm5
title: Luglio_1914_Pagina_085.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/i5awbn/z0i1nk
title: Luglio_1920_Pagina_061.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/zbysir/tiymau
title: Novembre_1900_Pagina_107.jpg

description: Bulletin of 1900/11/27
DOI: 10.13130/rd_unimi/zvkzj5/yyxmae
title: Luglio_1918_Pagina_073.jpg

description: Bulletin of 1918/07/13
DOI: 10.13130/rd_unimi/cea2oy/3vxki7
title: Ottobre_1888_Pagina_077.jpg

description: Bulletin of 1888/10/20
DOI: 10.13130/rd_unimi/cgo8lw/z1hrtk
title: Luglio_1914_Pagina_086.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/cmir61/q0xhq2
title: Ottobre_1897_Pagina_062.jpg

description: Bulletin of 1897/10/16
DOI: 10.13130/rd_unimi/pddrps/vm2gcg
title: Febbraio_1937_Pagina_126.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/i5awbn/e3jicw
title: Luglio_1920_Pagina_062.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/cgo8lw/gtkz39
title: Luglio_1914_Pagina_087.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/zbysir/d0xkhk
title: Novembre_1900_Pagina_108.jpg

description: Bulletin of 1900/11/27
DOI: 10.5281/zenodo.17972807
title: HAC Database

description: Computational Details of the HAC Database 

The HAC dataset was constructed by performing quantum chemical calculations on seven previously reported hydrogen–ammonia combustion reaction pathways using the ORCA software package (version 5.0.4). All electronic structure calculations employed the B3LYP-D3(BJ) functional with the def2-TZVP basis set. The temperature range was set to 500–3000 K, reflecting typical operating conditions of hydrogen–ammonia internal combustion engines, and ab initio molecular dynamics (AIMD) simulations were carried out with time steps ranging from 0.4 to 1.3 fs.

For each reaction channel, 120,000 configurations were sampled via AIMD, yielding a total of 840,000 unique molecular geometries and corresponding energy values. Geometry optimizations of intermediates and transition states (TSs) were performed at the same level of theory—B3LYP-D3(BJ)/def2-TZVP—augmented with the def2/J auxiliary basis set to enable the RIJCOSX approximation for efficient Coulomb and exchange integrals. The self-consistent field (SCF) convergence criterion was set to tightSCF to ensure high numerical precision. 

Transition states were validated by frequency analysis, confirming the presence of exactly one imaginary vibrational mode. Intrinsic reaction coordinate (IRC) calculations were subsequently performed to trace the minimum energy path connecting reactants, transition states, and products, with configurations along these paths included in the dataset.

AIMD sampling was initiated from each verified transition state and conducted over the same temperature range (500–3000 K) with time steps of 0.4–1.3 fs. Each of the seven reaction channels contributed 120,000 snapshots, resulting in a comprehensive dataset of 840,000 geometry–energy pairs that capture the rich conformational and energetic landscape of hydrogen–ammonia combustion chemistry.

Table Description of HAC Reaction Channels








Reaction ID



Reaction



Number of Atoms



HAC1
H2NO+NH2→NH3+HNO
7


HAC2
N2O+H→N2+OH
4


HAC3
NH2+H→NH+H2
4


HAC4
NH2+HO2→H2NO+OH
6


HAC5
NH2+NO→N2+H2O
5


HAC6
NH3+OH→NH2+H2O
6


HAC7
NH3+O2→NH2+HO2
6


HAC8
NO2+NH2→H2NO+NO
6
DOI: 10.13130/rd_unimi/cea2oy/ealbc6
title: Ottobre_1888_Pagina_078.jpg

description: Bulletin of 1888/10/20
DOI: 10.13130/rd_unimi/cmir61/s1gjmt
title: Ottobre_1897_Pagina_063.jpg

description: Bulletin of 1897/10/16
DOI: 10.13130/rd_unimi/pddrps/mlma8x
title: Febbraio_1937_Pagina_127.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/zvkzj5/tfvbqu
title: Luglio_1918_Pagina_074.jpg

description: Bulletin of 1918/07/13
DOI: 10.17632/45njs2s4rk
title: Supporting Information for: The Incorporation of Plutonium into the [010] Goethite Surface: Implications for Nuclear Waste Disposal.

description: Supporting Information for: The Incorporation of Plutonium into the [010] Goethite Surface: Implications for Nuclear Waste Disposal.
Chapter 4 of PhD thesis: An atomic scale computational approach to understanding REDOX speciation of key actinides on iron bearing minerals.

This databased contains a PDF with the supporting information and a folder full of coordinates files.
DOI: 10.13130/rd_unimi/i5awbn/jlrvje
title: Luglio_1920_Pagina_063.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/zbysir/rdiph0
title: Novembre_1900_Pagina_109.jpg

description: Bulletin of 1900/11/28
DOI: 10.17632/45njs2s4rk.1
title: Supporting Information for: The Incorporation of Plutonium into the [010] Goethite Surface: Implications for Nuclear Waste Disposal.

description: Supporting Information for: The Incorporation of Plutonium into the [010] Goethite Surface: Implications for Nuclear Waste Disposal.
Chapter 4 of PhD thesis: An atomic scale computational approach to understanding REDOX speciation of key actinides on iron bearing minerals.

This databased contains a PDF with the supporting information and a folder full of coordinates files.
DOI: 10.5281/zenodo.17972806
title: HAC Database

description: Computational Details of the HAC Database 

The HAC dataset was constructed by performing quantum chemical calculations on seven previously reported hydrogen–ammonia combustion reaction pathways using the ORCA software package (version 5.0.4). All electronic structure calculations employed the B3LYP-D3(BJ) functional with the def2-TZVP basis set. The temperature range was set to 500–3000 K, reflecting typical operating conditions of hydrogen–ammonia internal combustion engines, and ab initio molecular dynamics (AIMD) simulations were carried out with time steps ranging from 0.4 to 1.3 fs.

For each reaction channel, 120,000 configurations were sampled via AIMD, yielding a total of 840,000 unique molecular geometries and corresponding energy values. Geometry optimizations of intermediates and transition states (TSs) were performed at the same level of theory—B3LYP-D3(BJ)/def2-TZVP—augmented with the def2/J auxiliary basis set to enable the RIJCOSX approximation for efficient Coulomb and exchange integrals. The self-consistent field (SCF) convergence criterion was set to tightSCF to ensure high numerical precision. 

Transition states were validated by frequency analysis, confirming the presence of exactly one imaginary vibrational mode. Intrinsic reaction coordinate (IRC) calculations were subsequently performed to trace the minimum energy path connecting reactants, transition states, and products, with configurations along these paths included in the dataset.

AIMD sampling was initiated from each verified transition state and conducted over the same temperature range (500–3000 K) with time steps of 0.4–1.3 fs. Each of the seven reaction channels contributed 120,000 snapshots, resulting in a comprehensive dataset of 840,000 geometry–energy pairs that capture the rich conformational and energetic landscape of hydrogen–ammonia combustion chemistry.

Table Description of HAC Reaction Channels








Reaction ID



Reaction



Number of Atoms



HAC1
H2NO+NH2→NH3+HNO
7


HAC2
N2O+H→N2+OH
4


HAC3
NH2+H→NH+H2
4


HAC4
NH2+HO2→H2NO+OH
6


HAC5
NH2+NO→N2+H2O
5


HAC6
NH3+OH→NH2+H2O
6


HAC7
NH3+O2→NH2+HO2
6


HAC8
NO2+NH2→H2NO+NO
6
DOI: 10.13130/rd_unimi/cgo8lw/xfseyq
title: Luglio_1914_Pagina_088.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/cmir61/xemoyy
title: Ottobre_1897_Pagina_064.jpg

description: Bulletin of 1897/10/16
DOI: 10.13130/rd_unimi/zvkzj5/ht7b5m
title: Luglio_1918_Pagina_075.jpg

description: Bulletin of 1918/07/13
DOI: 10.13130/rd_unimi/cea2oy/6soeiz
title: Ottobre_1888_Pagina_079.jpg

description: Bulletin of 1888/10/20
DOI: 10.13130/rd_unimi/i5awbn/uygndy
title: Luglio_1920_Pagina_064.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/pddrps/nlku46
title: Febbraio_1937_Pagina_128.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/cgo8lw/ximyep
title: Luglio_1914_Pagina_089.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/cmir61/d9xfnv
title: Ottobre_1897_Pagina_065.jpg

description: Bulletin of 1897/10/17
DOI: 10.13130/rd_unimi/zbysir/g3jcwu
title: Novembre_1900_Pagina_110.jpg

description: Bulletin of 1900/11/28
DOI: 10.13130/rd_unimi/cea2oy/evlvyl
title: Ottobre_1888_Pagina_080.jpg

description: Bulletin of 1888/10/20
DOI: 10.13130/rd_unimi/pddrps/bjmf45
title: Febbraio_1937_Pagina_129.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/zvkzj5/sljiru
title: Luglio_1918_Pagina_076.jpg

description: Bulletin of 1918/07/13
DOI: 10.13130/rd_unimi/cgo8lw/koyhbr
title: Luglio_1914_Pagina_090.jpg

description: Bulletin of 1914/07/15
DOI: 10.13130/rd_unimi/i5awbn/ovtnwb
title: Luglio_1920_Pagina_065.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/zbysir/hyq7ik
title: Novembre_1900_Pagina_111.jpg

description: Bulletin of 1900/11/28
DOI: 10.13130/rd_unimi/cea2oy/yp6njz
title: Ottobre_1888_Pagina_081.jpg

description: Bulletin of 1888/10/21
DOI: 10.13130/rd_unimi/cmir61/gbt4j4
title: Ottobre_1897_Pagina_066.jpg

description: Bulletin of 1897/10/17
DOI: 10.13130/rd_unimi/zvkzj5/0iwcnu
title: Luglio_1918_Pagina_077.jpg

description: Bulletin of 1918/07/13
DOI: 10.13130/rd_unimi/i5awbn/nae5uy
title: Luglio_1920_Pagina_066.jpg

description: Bulletin of 1920/07/11
DOI: 10.13130/rd_unimi/pddrps/veqhbb
title: Febbraio_1937_Pagina_130.jpg

description: Bulletin of 1937/02/13
DOI: 10.13130/rd_unimi/cea2oy/y0niht
title: Ottobre_1888_Pagina_082.jpg

description: Bulletin of 1888/10/21
DOI: 10.13130/rd_unimi/cgo8lw/w7dvul
title: Luglio_1914_Pagina_091.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/zbysir/3m5g8e
title: Novembre_1900_Pagina_112.jpg

description: Bulletin of 1900/11/28
DOI: 10.13130/rd_unimi/zvkzj5/dq62zd
title: Luglio_1918_Pagina_078.jpg

description: Bulletin of 1918/07/13
DOI: 10.13130/rd_unimi/cmir61/1urcpg
title: Ottobre_1897_Pagina_067.jpg

description: Bulletin of 1897/10/17
DOI: 10.13130/rd_unimi/i5awbn/orrb2v
title: Luglio_1920_Pagina_067.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/pddrps/luunqo
title: Febbraio_1937_Pagina_131.jpg

description: Bulletin of 1937/02/14
DOI: 10.15468/vjatnt
title: Checklist of Cassidinae beetles and their host plants in Ganzhou City, Jiangxi Province, China

description: This dataset contains occurrence records of Cassidinae beetles from Ganzhou City, Jiangxi Province, China. Most records are based on long-term field surveys and specimen collections conducted by our research group, with a few supplemented by published literature. The dataset constitutes an essential resource for future taxonomic and ecological studies of Cassidinae in southeastern China.
DOI: 10.13130/rd_unimi/cgo8lw/jcughf
title: Luglio_1914_Pagina_092.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/zbysir/iv5vus
title: Novembre_1900_Pagina_113.jpg

description: Bulletin of 1900/11/29
DOI: 10.13130/rd_unimi/cea2oy/curwi2
title: Ottobre_1888_Pagina_083.jpg

description: Bulletin of 1888/10/21
DOI: 10.13130/rd_unimi/cmir61/0nvzgg
title: Ottobre_1897_Pagina_068.jpg

description: Bulletin of 1897/10/17
DOI: 10.13130/rd_unimi/zvkzj5/b6au71
title: Luglio_1918_Pagina_079.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/i5awbn/drwglk
title: Luglio_1920_Pagina_068.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/pddrps/xb63ct
title: Febbraio_1937_Pagina_132.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/zbysir/pm38xk
title: Novembre_1900_Pagina_114.jpg

description: Bulletin of 1900/11/29
DOI: 10.13130/rd_unimi/cea2oy/mj6rbt
title: Ottobre_1888_Pagina_084.jpg

description: Bulletin of 1888/10/21
DOI: 10.13130/rd_unimi/cgo8lw/zow1h2
title: Luglio_1914_Pagina_093.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/cmir61/kjgpre
title: Ottobre_1897_Pagina_069.jpg

description: Bulletin of 1897/10/18
DOI: 10.13130/rd_unimi/pddrps/jnx7dh
title: Febbraio_1937_Pagina_133.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/zvkzj5/wwghmp
title: Luglio_1918_Pagina_080.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/cgo8lw/z5bm9q
title: Luglio_1914_Pagina_094.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/i5awbn/djt0wx
title: Luglio_1920_Pagina_069.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/zbysir/0muwd1
title: Novembre_1900_Pagina_115.jpg

description: Bulletin of 1900/11/29
DOI: 10.13130/rd_unimi/cea2oy/khvocz
title: Ottobre_1888_Pagina_085.jpg

description: Bulletin of 1888/10/22
DOI: 10.13130/rd_unimi/cmir61/xvqk5z
title: Ottobre_1897_Pagina_070.jpg

description: Bulletin of 1897/10/18
DOI: 10.13130/rd_unimi/zvkzj5/roashf
title: Luglio_1918_Pagina_081.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/i5awbn/9dx2xt
title: Luglio_1920_Pagina_070.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/pddrps/we8kvv
title: Febbraio_1937_Pagina_134.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/cea2oy/tuiibq
title: Ottobre_1888_Pagina_086.jpg

description: Bulletin of 1888/10/22
DOI: 10.13130/rd_unimi/cgo8lw/qcf5nu
title: Luglio_1914_Pagina_095.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/zbysir/ptsxyh
title: Novembre_1900_Pagina_116.jpg

description: Bulletin of 1900/11/29
DOI: 10.13130/rd_unimi/cmir61/4v96wv
title: Ottobre_1897_Pagina_071.jpg

description: Bulletin of 1897/10/18
DOI: 10.13130/rd_unimi/pddrps/lpthcc
title: Febbraio_1937_Pagina_135.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/zvkzj5/zirz8x
title: Luglio_1918_Pagina_082.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/cgo8lw/fe7ovh
title: Luglio_1914_Pagina_096.jpg

description: Bulletin of 1914/07/16
DOI: 10.13130/rd_unimi/i5awbn/uswxhi
title: Luglio_1920_Pagina_071.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/zbysir/tt4li7
title: Novembre_1900_Pagina_117.jpg

description: Bulletin of 1900/11/30
DOI: 10.13130/rd_unimi/cea2oy/6v2bi7
title: Ottobre_1888_Pagina_087.jpg

description: Bulletin of 1888/10/22
DOI: 10.13130/rd_unimi/cmir61/l9ziyk
title: Ottobre_1897_Pagina_072.jpg

description: Bulletin of 1897/10/18
DOI: 10.13130/rd_unimi/zvkzj5/bmsmfh
title: Luglio_1918_Pagina_083.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/i5awbn/i83gis
title: Luglio_1920_Pagina_072.jpg

description: Bulletin of 1920/07/12
DOI: 10.13130/rd_unimi/pddrps/0uhw2w
title: Febbraio_1937_Pagina_136.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/cea2oy/xi4qon
title: Ottobre_1888_Pagina_088.jpg

description: Bulletin of 1888/10/22
DOI: 10.13130/rd_unimi/cgo8lw/o1ccwh
title: Luglio_1914_Pagina_097.jpg

description: Bulletin of 1914/07/17
DOI: 10.13130/rd_unimi/zbysir/v4yaze
title: Novembre_1900_Pagina_118.jpg

description: Bulletin of 1900/11/30
DOI: 10.13130/rd_unimi/zvkzj5/fcokla
title: Luglio_1918_Pagina_084.jpg

description: Bulletin of 1918/07/14
DOI: 10.13130/rd_unimi/cmir61/x4tbyl
title: Ottobre_1897_Pagina_073.jpg

description: Bulletin of 1897/10/19
DOI: 10.13130/rd_unimi/pddrps/mjtqn2
title: Febbraio_1937_Pagina_137.jpg

description: Bulletin of 1937/02/14
DOI: 10.13130/rd_unimi/cgo8lw/azoxrf
title: Luglio_1914_Pagina_098.jpg

description: Bulletin of 1914/07/17
DOI: 10.13130/rd_unimi/i5awbn/bhdlht
title: Luglio_1920_Pagina_073.jpg

description: Bulletin of 1920/07/13
DOI: 10.13130/rd_unimi/zbysir/q2kxcu
title: Novembre_1900_Pagina_119.jpg

description: Bulletin of 1900/11/30
DOI: 10.13130/rd_unimi/cea2oy/evobno
title: Ottobre_1888_Pagina_089.jpg

description: Bulletin of 1888/10/23
DOI: 10.13130/rd_unimi/cmir61/m5nfl1
title: Ottobre_1897_Pagina_074.jpg

description: Bulletin of 1897/10/19
DOI: 10.13130/rd_unimi/zvkzj5/rtc3zb
title: Luglio_1918_Pagina_085.jpg

description: Bulletin of 1918/07/15
DOI: 10.13130/rd_unimi/cgo8lw/kifq18
title: Luglio_1914_Pagina_099.jpg

description: Bulletin of 1914/07/17
DOI: 10.13130/rd_unimi/i5awbn/xzmgkl
title: Luglio_1920_Pagina_074.jpg

description: Bulletin of 1920/07/13