20 tiles
12.2k × 8.2k
001
Gallery
Compare stitched microscopy panoramas in the deep-zoom viewer—no PRIMO run required.
Using this gallery
Part of the PRIMO web demo (Demo and Video track, ACM Multimedia 2026). Stitched panoramas are shown for demonstration and method comparison only—view in the browser, not offered for download. Input image tiles from third-party sources are not redistributed on this site.
Includes PanoMic-Geo, PanoMic-GeoBig, PanoMic-Metal, PanoMic-Synth, and publicly available third-party tile collections. PanoMic full datasets, including source tiles, will be published openly after paper acceptance. Each dataset section below has source and license details. No endorsement by dataset authors, software vendors, publishers, or institutions is implied.
Comparison methods
- PRIMO — our microscopy panorama stitching method.
- Image Composite Editor (ICE) — free research tool by Microsoft Research, now retired (official project page). Baseline stitching for visual comparison.
- PanoramaStudio 4 Pro — tshsoft GmbH; commercial baseline for visual comparison.
- BigStitcher — open-source Fiji plugin for tiled microscopy image alignment and fusion; baseline for visual comparison.
- MIST — open-source Fiji plugin for 2D grid microscopy stitching with stage modeling; baseline on regular-grid datasets.
Baseline outputs were produced by us from the same tiles where applicable. Product names and trademarks belong to their respective owners; no affiliation or endorsement is implied.
PanoMic-Geo
optical reflected-light microscopy Preview subsetOptical reflected-light microscopy panoramas of geological polished sections from PanoMic-Geo. Manual tile acquisition on 4×5 or 5×5 grids; moderate illumination non-uniformity, geometric distortion, and exposure variation.
Representative preview panoramas only; full dataset including source tiles will be published after paper acceptance.
Source & license
- Dataset
- Our PanoMic microscopy image-tile dataset.
- This gallery
- Representative preview panoramas only—in-browser viewing for demonstration and method comparison, not offered for download.
- Full dataset
- The complete dataset, including source tiles, will be published openly after paper acceptance. Source tiles are not redistributed on this site until then.
- Redistribution
- Stitched panorama previews are shown on this site only; original input tiles are not distributed here before public release.
20 tiles
11.5k × 7.1k
002
20 tiles
11.7k × 7.1k
003
20 tiles
11.3k × 7.3k
004
20 tiles
12.8k × 6.8k
005
25 tiles
12.1k × 9.2k
006
20 tiles
11.2k × 7.1k
007
25 tiles
10.7k × 7.5k
008
25 tiles
10.8k × 7.5k
009
25 tiles
10.8k × 7.5k
010
25 tiles
10.9k × 7.3k
011
25 tiles
10.8k × 7.6k
012
25 tiles
10.7k × 7.5k
013
25 tiles
10.9k × 7.5k
014
20 tiles
10.2k × 6.5k
015
PanoMic-GeoBig
optical reflected-light microscopy Preview subsetLarge-format optical reflected-light panoramas from PanoMic-GeoBig: extended geological sections with irregular tile layouts and tens to hundreds of tiles per panorama.
Representative preview panoramas only; full dataset including source tiles will be published after paper acceptance.
Source & license
- Dataset
- Our PanoMic microscopy image-tile dataset.
- This gallery
- Representative preview panoramas only—in-browser viewing for demonstration and method comparison, not offered for download.
- Full dataset
- The complete dataset, including source tiles, will be published openly after paper acceptance. Source tiles are not redistributed on this site until then.
- Redistribution
- Stitched panorama previews are shown on this site only; original input tiles are not distributed here before public release.
50 tiles
19.3k × 13.4k
001
96 tiles
24.7k × 18.5k
002
36 tiles
16.5k × 12.5k
003
49 tiles
19.4k × 12.5k
004
70 tiles
27.2k × 16.3k
005
PanoMic-Metal
scanning electron microscopy Preview subsetScanning electron microscopy panoramas from PanoMic-Metal. Grayscale tile panoramas with exposure variation; distortion and illumination non-uniformity are typically minor.
Representative preview panoramas only; full dataset including source tiles will be published after paper acceptance.
Source & license
- Dataset
- Our PanoMic microscopy image-tile dataset.
- This gallery
- Representative preview panoramas only—in-browser viewing for demonstration and method comparison, not offered for download.
- Full dataset
- The complete dataset, including source tiles, will be published openly after paper acceptance. Source tiles are not redistributed on this site until then.
- Redistribution
- Stitched panorama previews are shown on this site only; original input tiles are not distributed here before public release.
288 tiles
14.8k × 12.6k
001
288 tiles
15k × 12.8k
002
210 tiles
13.4k × 10.7k
003
48 tiles
7.7k × 4.5k
001_small
PanoMic-Synth
synthetic microscopy Preview subsetSynthetic microscopy panoramas from PanoMic-Synth with controlled illumination non-uniformity, geometric distortion, exposure variation, and noise.
Representative preview panoramas only; full dataset including source tiles will be published after paper acceptance.
Source & license
- Dataset
- Our PanoMic microscopy image-tile dataset.
- This gallery
- Representative preview panoramas only—in-browser viewing for demonstration and method comparison, not offered for download.
- Full dataset
- The complete dataset, including source tiles, will be published openly after paper acceptance. Source tiles are not redistributed on this site until then.
- Redistribution
- Stitched panorama previews are shown on this site only; original input tiles are not distributed here before public release.
25 tiles
7.1k × 5.2k
001
25 tiles
6.9k × 5.2k
002
25 tiles
7k × 5.3k
003
vEMstitch
scanning electron microscopyVolume electron microscopy panoramas from the public vEMstitch benchmark. Small SEM tile grids with high sensor noise and comparatively uniform illumination.
Source & license
- Citation
- Bintao He, Yan Zhang, Zhenbang Zhang, Yiran Cheng, Fa Zhang, Fei Sun, and Renmin Han, “vEMstitch: an algorithm for fully automatic image stitching of volume electron microscopy,” GigaScience, 13, giae076, 2024.
- Supporting data
- https://doi.org/10.5524/102574
- Repository
- https://github.com/HeracleBT/vEMstitch
- License
- CC0 1.0 Universal — https://creativecommons.org/publicdomain/zero/1.0/
- Redistribution
- Stitched panorama generated from the original image tiles. Original tiles are not redistributed on this site.
9 tiles
5.8k × 5.1k
001
9 tiles
5.8k × 5k
002
9 tiles
5.9k × 5.1k
003
NIST Steel Mosaic
optical DIC microscopyDifferential interference contrast panorama of fractured ASTM 1008 steel (NIST). Regular grid of highly textured tiles; uniform illumination and negligible lens distortion.
Source & license
- Citation
- Adam Creuziger, “Differential interference contrast microscopy from a cross section of a fractured ASTM 1008 steel,” NIST Public Data Repository, Version 1.0.
- License
- NIST Open License
- Redistribution
- Stitched panorama generated from the original image tiles. Original tiles are not redistributed on this site.
- Disclaimer
- Source: National Institute of Standards and Technology (NIST). NIST data/work are provided “AS IS”; no endorsement by NIST is implied.
42 tiles
7.9k × 4.8k
001
Shading
brightfield microscopyBrightfield whole-slide microscopy panoramas from the Tak et al. shading-correction image collections. Pronounced spatial illumination variation with negligible geometric distortion.
Source & license
- Citation
- Yoon-Oh Tak, Anjin Park, Janghoon Choi, Jonghyun Eom, Hyuk-Sang Kwon, and Joo Beom Eom, “Simple Shading Correction Method for Brightfield Whole Slide Imaging,” Sensors, 20(11), 3084, 2020.
- Image collections
- https://github.com/pair-kopti/Shading-correction — opened by the authors so the dataset can be used to evaluate shading-correction methods for brightfield whole slide imaging.
- Paper license
- Article: CC BY 4.0 — https://creativecommons.org/licenses/by/4.0/. The repository provides no separate license file for the image collections.
- Redistribution
- Stitched panorama generated from the authors’ image collections. Original tiles are not redistributed on this site.
100 tiles
18.2k × 13.5k
001
100 tiles
14.2k × 13.4k
002
100 tiles
17.6k × 13.4k
003
100 tiles
18.1k × 13.4k
004
100 tiles
16.5k × 13.4k
005
100 tiles
18.2k × 13.5k
006
100 tiles
17.9k × 13.4k
007
100 tiles
18.2k × 13.5k
008
100 tiles
18k × 13.5k
009
100 tiles
18.2k × 13.4k
010
Public user uploads
variousPanoramas voluntarily contributed by PRIMO Web Demo users and approved for public display. Original upload tiles are not redistributed on this site.
Source & license
- Source
- Panoramas approved for public display from PRIMO Web Demo users.
- Redistribution
- Original upload tiles are not redistributed on this site.
6 tiles
7.1k × 4.1k
Responsible Adorable Porpoise