https://eureka.patsnap.com/resources/blog/rd-blog/capsule-network-dynamic-routing-algorithm-patent-landscape/ · Patsnap · data cut-off 2026-10-27 · downloaded from the live page
Patent Landscape · Artificial Intelligence & Machine Learning

Capsule Network Dynamic Routing Algorithm Patents

146 families and 162 records map capsule-network dynamic routing filings, top filers and IPC technology split through 2026.

162
Published Records
146
Simple Patent Families
3%
Families Naming the Largest Filer
43%
In Force at Cut-off

162 published records collapse into 146 simple (DOCDB) families; the difference is the same invention filed in more than one country. CENT SOUTH UNIV is named on 4 of the 146 patent families in scope. One patent family can name several filers, so these figures are not slices of a divided whole and do not add up. In force = 69 of 162 records still granted and maintained at the data cut-off; the rest are pending, withdrawn, refused or lapsed.

  • 146 simple patent families and 162 published records make up this dataset. With no date limit applied to the search string.
  • The largest listed filer, Cent South Univ, is named on 4 of the 146 families. 85 of the 93 listed filers hold 2 or fewer families each.
  • G06N, computing based on AI models, appears on 77.4% of the 146 families. Ahead of G06F electric digital data processing at 38.4%.
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Published byPatsnap Research··6 min readSourced from Patsnap Eureka
Overview

What this dataset covers

This dataset gathers 146 simple patent families and 162 published records matching the search string "capsule network" OR "capsule neural network" combined with "dynamic routing" OR "routing by agreement" in the title or abstract/claims. No date limit was applied, so the set spans whatever years the matching records happen to carry. The filing-trend chart below shows a recent window only, not the full span of the dataset.

Filers are counted as simple patent families and are not rolled up to corporate group, so a parent and its subsidiaries, where both occur, appear as separate rows. Technology composition is read from IPC subclasses attached to each family; a single family can carry several subclasses, so the shares add up to more than 100%.

Capsule network dynamic routing: families, records and filers
  1. CENT SOUTH UNIV4
  2. ZHENGZHOU UNIV3
  3. ZHEJIANG UNIV OF TECH3
  4. CHONGQING UNIV OF POSTS & TELECOMM3
  5. NANJING UNIV OF POSTS & TELECOMM3
  6. GUANGDONG UNIV OF TECH3
  7. KUNMING UNIV OF SCI & TECH3
  8. LEPTUDE INC3
  9. HOHAI UNIV2
  10. SUN YAT SEN UNIV2

Ordered by volume only, not by importance or claim strength. Counted in simple (DOCDB) patent families, so one invention filed in several countries counts once. Names come from Patsnap's standardised assignee field as recorded on each document; subsidiaries and group companies are not merged. The icon before each name is read from the name itself (words such as University, Institute or Ltd); the data carries no organisation-type field, so treat it as a reading aid rather than a classification. Filings held by named individuals rather than organisations are removed where they can be identified (7 here); that identification is not exhaustive, so an individually held filing can still appear below. Either way those filings stay inside the totals above. This table shows the top 30 of the 93 filers returned for this search; the data endpoint returns at most 100 entities, so even that 93 is not the complete set of filers. A single family can name more than one filer, so these counts overlap and do not add up to the total.

Source: Patsnap Eureka. Assignee ranking and totals. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.Run this in Eureka MCP

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The numbers

Filing trend and technology composition

These two views use different units: the trend below counts published records by earliest filing year, while the technology split counts simple patent families.

Filing trend by earliest filing year (published records)

Records run from 2 in 2018 to a peak of 39 in 2025, with 11 recorded so far for 2026. Years from 2022 onward are still filling in as later-filed applications publish, so the most recent years understate the eventual count; this should not be read as a decline.

Filing trend by earliest filing year (published records)010203040220182019202020212022202320243920251120262022 onwards are shaded as still filling in: a filing is only visible once it publishes, up to 30 months after filing.

Counted in published records by earliest filing year, not de-duplicated into families. A filing is counted in the year it was filed, but it only becomes visible after it publishes: roughly 18 months for most routes, and up to 30 months where a PCT application enters national phase. 2022 onwards are therefore still filling in and are shaded; no growth figure on this page uses them. Because this series counts documents rather than inventions, a rise can mean more inventions or the same inventions filed in more countries; this dataset cannot separate the two.

IPC subclass coverage across 146 simple patent families

G06N (computing based on AI models) appears on 77.4% of the 146 families, ahead of G06F (electric digital data processing) at 38.4%, G06K (data recognition & presentation) at 30.1% and G06V (image/video recognition) at 23.3%. Because a family can carry more than one subclass, these shares add up to more than 100% and the chart includes a number of smaller subclasses not named here.

IPC subclass coverage across 146 simple patent familiesG06N · Computing based on AI models11377.4%G06F · Electric digital data processi…5638.4%G06K · Data recognition & presentation4430.1%G06V · Image/video recognition3423.3%G06T · Image data processing & genera…1510.3%G06Q · Business, commerce & admin dat…106.8%A61B · Diagnosis & surgery74.8%G16H · Healthcare informatics64.1%Other3221.9%

Shares are the percentage of the 146 patent families in scope. One patent family can carry several IPC classes, so the shares add up to more than 100%.

Source: Patsnap Eureka. Filing trend and technology composition. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.

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Representative filing

A record from the result set

From the result set
US20260017347A12026-01-15

Temporal-spatial latent space fusion for dynamic routing in capsule networks

LEPTUDE, INC.

A method is provided for optimizing dynamic routing in capsule networks using temporal-spatial latent space fusion. The method includes training a temporal autoencoder to encode sequential patterns and a spatial autoencoder to capture spatial features. Input data is transformed into temporal and spatial latent representations, which are then fused using a generative adversarial network (GAN). The GAN's generator produces a unified representation and corresponding routing coefficients, which are evaluated by a discriminator based on their effect on capsule network performance. These routing coefficients are used to guide dynamic routing, enabling the network to integrate temporal and spatial information.This is the first record returned under the database's default ordering, not a ranking by citations, grant status or breadth of claim. Its abstract describes a GAN-based fusion of temporal and spatial latent representations to produce routing coefficients; what the granted claims actually require has to be read from the claim set itself, which is not reproduced here.

US20260017347A1, patent drawing 1US20260017347A1, patent drawing 2
View this record in Eureka

Selected as the first record the search returns under the database default order, then shown in full. It is not ranked by citations, claim breadth or commercial importance, and it is not a judgement about which filing in this space matters most.

Source: Patsnap Eureka. The first record the search returned, shown in full. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.Run this in Eureka MCP
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Key figures

What the dataset shows

Three figures anchor this dataset: how many records and families are in scope, how filing volume spreads across the listed filers, and what share of families the largest IPC subclasses carry.

Scope
146 families / 162 records
simple patent families / published records

Dataset size

The search returned 146 simple patent families from 162 published records, with no date limit applied to the search string. 69 of the 162 records (43%) were granted and in force at retrieval; the remainder are pending, withdrawn, refused, lapsed or not determinable, and that split is not broken out further.

Counted at retrieval on 2026-10-27.
Filer concentration
4 of 146 families
largest single filer row

Top filer row and the long tail

Cent South Univ is named on 4 of the 146 families (2.7%), the largest single row among 93 listed filers (shown up to the top 30 on this page). 85 of those 93 listed filers hold 2 or fewer families each. Filer rows are not summed here because one family can name several filers, so rows overlap.

Organisation filers only; individual-inventor filings are excluded from this list where they can be identified but remain in the totals.
Technology split
77.4% of 146 families
G06N share

G06N carries the largest IPC share

G06N (computing based on AI models) is attached to 113 of the 146 families (77.4%), the highest share of any IPC subclass in scope. G06F (electric digital data processing) follows at 38.4% and G06K (data recognition & presentation) at 30.1%. Because a family can carry multiple subclasses, these shares add up to more than 100%.

26 IPC subclasses appear across the dataset in total.
Filing locations
125 of 162 records
filed at the China office

Receiving office spread

Of the 162 published records, 125 were filed at the China receiving office, followed by the United States with 14 and India with 8. The search returned 9 receiving offices in total; this list names only the largest few and does not sum to the full record count.

Counted in published records, one mark per office a given record was filed in.
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Source: Patsnap Eureka. Derived observations on the same dataset. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.Run this in Eureka MCP
Next steps

Going deeper than this page

This page reports counts and shares. Decisions about filing, licensing or freedom-to-operate need the underlying claim text, not just the aggregate figures shown here.

Read the claim sets directly

Family and IPC counts describe how a dataset is shaped, not what any single patent's granted claims cover. Pull the claim text for any record before drawing conclusions about scope.

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Track new filings as they publish

Records filed from 2022 onward are still filling in as later applications publish. Revisiting this search periodically will surface filings that are not yet visible today.

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Check individual-inventor filings separately

The filer list here excludes individually named inventors even though their filings remain in the totals. A separate pull of inventor-held records would complete the filer picture.

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Source: Patsnap Eureka. Suggested next steps. No new data: every figure named here is one of those above. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.Run this in Eureka MCP
FAQ

Questions about this dataset

Answers are grounded in the same dataset. Derived from one Patsnap search for Capsule Network Dynamic Routing Algorithm Patent Landscape, covering all matching records regardless of filing date (the search string sets no date limit), retrieved 2026-10-27. Counts cover published records only and move as new filings publish.Run this in Eureka MCP

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How this page was built, and what the numbers do and do not mean

Search. Every figure on this page comes from one Patsnap search, run once and not edited afterwards. This is the exact search string:

TAC:(("capsule network" OR "capsule neural network") AND ("dynamic routing" OR "routing by agreement"))

Reading the field codes: TAC searches the title, abstract and claims of each record, not the full description. The search string sets no date limit, so the scope is every matching record in the database regardless of when it was filed. It is not restricted to recent years. How this string was built matters for how far the counts can be pushed. It was generated in batch from a topic list rather than hand-crafted for this page, and the result set is not manually screened. A keyword search over title, abstract and claims both over-captures (unrelated filings that happen to use the same words) and under-captures (the same invention written in different words). This page cannot measure either effect, so read every figure here as what this particular string returned, not as what exists in the field. One subclass (G06N) carries 77.4% of the patent families, so this search returned a classification-tight set.

What is being counted. Two different units appear on this page and they are not interchangeable. The filer list and the technology split are counted in simple (DOCDB) patent families: one invention counts once however many countries it was filed in. The total, the jurisdiction split and the filing-year chart are counted in published records: the same invention counts once per publication. For this search that is 162 records and 146 families. Record counts reward filing in many jurisdictions; family counts do not. Shares are only ever taken against a denominator in the same unit, and each one names it.

Who the filers are. Names come from Patsnap's standardised assignee field, as recorded on the documents themselves. They are not rolled up to corporate group: a parent and its subsidiaries appear as separate entries, and a portfolio acquired from another company stays under the name on the document unless the assignment is reflected there. This list is meant to carry organisations, not people. Filings held by a named individual are identified by matching the assignee against the inventors on the same search, and, for names written in Chinese, Japanese or Korean characters, by the name carrying no organisational suffix; those are removed from the list (7 of them here). Neither test is exhaustive: the inventor list it matches against is itself capped, and a personal name written in Latin script with no organisational wording in it cannot be told apart from a short company name by rule. So an individually held filing can still appear in the list. Those filings stay inside every total and share on this page either way, so the listed entries can add up to less than the total. A record shown in full further down still names its assignee exactly as the patent office records it, including where that is a person: that name is how the record is identified and checked. What is left out of the ranking is people as ranked entries, not people as cited sources. The table shows the top 30 of the 93 filers returned, ordered by count alone; the data endpoint returns at most 100 entities, so even that 93 is not every filer. One patent family can name several filers and each is counted separately, so these rows are not slices of a divided whole: adding them together over-counts, and this page deliberately publishes no combined "top five" share for that reason. See every filer, individuals included

Dates. The year chart counts by earliest filing year, not publication year. A filing only becomes visible once it publishes: roughly 18 months for most routes, and up to 30 months where a PCT application enters national phase. Measured across these pages, the year four back from today still holds only about 89% of its eventual count. 2022 onwards are therefore shaded on the chart as still filling in. The data behind this page was retrieved on 2026-10-27.

Legal status. "In force" counts documents whose legal status at retrieval was granted and maintained (69 of 162). Everything else is pending, withdrawn, refused, lapsed or not determinable, and those states are not broken out here because the underlying codes do not separate them cleanly. Legal status changes continuously and is reported per document, not per family. Get the status breakdown in Eureka

Classification. The technology split uses IPC subclasses (four characters, for example H01M). A single record usually carries several, so the shares add up to more than 100% and a record can appear in more than one bar. Subclass is a coarse grouping; it describes the field a record was classified into, not what the claims cover. Break the classes down to subgroup level

Who wrote the words. The tables, charts, counts, shares and patent numbers on this page are produced directly from the search result by a program; none of them are written or estimated by a language model. The surrounding prose, headings, FAQ answers and the answers in the question panel are drafted by a language model that is given those same figures and is not permitted to introduce others. Prose can still mis-describe a correct figure, so where the two disagree, the tables and charts are the record.

Disclaimer. This page is generated from Patsnap Eureka data drawn from a limited snapshot of global patent and scientific-literature records, and is provided for general information and reference only.

Patent data carries limitations that apply to every figure above. Recent filings are under-counted, because an application is not public until roughly 18 months after filing and database loading adds further delay. The search string defines and constrains everything shown: records that use different terminology, or that sit outside the fields searched, are absent and cannot be counted. Applicant names, classification codes, legal-status codes and citation records are taken as recorded and may contain errors, duplicates, omissions or stale entries. Ordering by volume is not a measure of quality, scope, enforceability or commercial value, and a larger portfolio is not a stronger one. As a result, the analysis may be incomplete or inaccurate and may not reflect the full technology landscape.

Nothing on this page constitutes an exhaustive prior-art, novelty, freedom-to-operate, validity or infringement search, nor does it constitute legal, financial, investment, or professional advice, and it should not be relied upon as such. No attorney-client relationship is created by it. Any patent, commercial, or strategic decision should be verified independently against the primary records and reviewed with qualified patent, legal, and domain professionals. Patsnap makes no warranties, express or implied, as to the accuracy, completeness, or fitness for any particular purpose of the information presented.

The question panel. The answers behind the suggested questions on this page were written when the page was generated, not in response to your click. The progress steps that play before an answer appears are an animation of how that analysis was done; nothing is being searched or computed at that moment. Typing your own question instead opens Patsnap Eureka, which does run it live.

Machine translation. Assignee and organisation names originally recorded in Chinese, Japanese or Korean have been rendered into English by an AI translation step so that the tables stay readable. These renderings are best-effort and may not match a company's registered English name; the original name is what the underlying patent record carries, and it is what any Eureka query launched from this page uses.

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