Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:21:05.416240Z
Paper Citation Record · LEDGER
Development and evaluation of a deep learning algorithm for German word recognition from lip movements
As of 18 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2504.15792.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
38 of 38 outbound references displayed
- verified exact0
- verified fuzzy28
- unresolved10
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fd89862f-b58e-4a47-8119-78fb802bd23a · outbound
This paper cites von Gablenz, E.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements von Gablenz, E
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:07.116856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 681bed2c-6b19-4cc0-8868-e4ddc784469c · outbound
This paper cites A survey on mouth modeling and analysis for sign language recognition.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements A survey on mouth modeling and analysis for sign language recognition
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:07.092343Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c6a338da-56f0-4512-87a7-959ecc55bca1 · outbound
This paper cites Comparison of image transform-based features for visual speech recognition in clean and corrupted videos.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Comparison of image transform-based features for visual speech recognition in clean and corrupted videos
Reference 3
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f28753f4-df82-41d0-919c-1c134f3bf86a · outbound
This paper cites Audiovisual automatic speech recognition: Progress and challenges.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Audiovisual automatic speech recognition: Progress and challenges
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:07.028295Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 503d7f25-fa33-42da-ae5a-42a56e925ece · outbound
This paper cites A review of recent advances in visual speech decoding.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements A review of recent advances in visual speech decoding
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:07.003915Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a1e24955-7e2e-47e1-bd6f-ae57b1fd87e0 · outbound
This paper cites https://landesdolmetscherzentrale-gebaerdensprache.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements https://landesdolmetscherzentrale-gebaerdensprache
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.969466Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 08e6695d-02fb-4db9-8962-52b45ba0d355 · outbound
This paper cites A survey of research on lipreading technology.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements A survey of research on lipreading technology
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.941110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f4154cff-3465-4947-93d5-0ced429abf21 · outbound
This paper cites LipNet: End-to-End Sentence-level Lipreading.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements LipNet: End-to-End Sentence-level Lipreading
Reference 8
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7996bbf6-fbd5-4584-8471-706b97630e96 · outbound
This paper cites Large-Scale Visual Speech Recognition.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Large-Scale Visual Speech Recognition
Reference 9
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0ae58bf-8209-46a5-9b23-349bad7d6d98 · outbound
This paper cites Hilder, Richard Harvey, and B.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Hilder, Richard Harvey, and B
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.910588Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dbcd3905-0272-4a62-9285-26b8290446d7 · outbound
This paper cites an unresolved cited work.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Unresolved cited work
Reference 11
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation af0513c3-6fcf-4efa-8b40-2be7efac6502 · outbound
This paper cites Deep Learning.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Deep Learning
Reference 12
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d320774-8eee-4dfd-8e69-1835b4bac8ba · outbound
This paper cites an unresolved cited work.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Unresolved cited work
Reference 13
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9f373ba-c8fe-4020-b390-dffe4f703951 · outbound
This paper cites Rectified-linear-unit- based deep learning for biomedical multi-label data.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Rectified-linear-unit- based deep learning for biomedical multi-label data
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.797100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 528e58bd-ffe3-428d-93cf-9a683cf64f38 · outbound
This paper cites Pattern Recognition and Machine Learning (Information Science and Statistics).
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Pattern Recognition and Machine Learning (Information Science and Statistics)
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.769726Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2d2c79ff-f3f8-417d-a3f9-0572c6091880 · outbound
This paper cites Lip reading using convolutional neural networks with and without pre-trained models.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Lip reading using convolutional neural networks with and without pre-trained models
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.743760Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fdeaef50-7cf9-4b2d-8f0b-22c1d8bdc029 · outbound
This paper cites LeCun, B.
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.713938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6e906ff8-595e-493c-b6a7-4086f7d8681c · outbound
This paper cites A 3d convolutional neural network for volumetric image semantic segmentation.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements A 3d convolutional neural network for volumetric image semantic segmentation
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.675666Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f3e29555-8712-4d7d-b7c4-22a5e9068e22 · outbound
This paper cites Lipreading with long short-term memory.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Lipreading with long short-term memory
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.637669Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e883bdc3-5a55-4079-bbb4-701a7ce7d5f2 · outbound
This paper cites Lip reading sentences in the wild.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Lip reading sentences in the wild
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.552438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 62b82d17-0e51-46d7-8970-8bd4d285d56d · outbound
This paper cites Learning phrase representations using RNN encoder–decoder for statistical machine translation.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Learning phrase representations using RNN encoder–decoder for statistical machine translation
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.500008Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 442b8e03-dbd8-41cf-af24-02680b16e3a8 · outbound
This paper cites Lrw-1000: A naturally-distributed large-scale benchmark for lip reading in the wild.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Lrw-1000: A naturally-distributed large-scale benchmark for lip reading in the wild
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.462236Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e38cbe43-8e8d-41c6-8e98-6c9544c36882 · outbound
This paper cites 3d convolutional neural networks for cross audio-visual matching recognition.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements 3d convolutional neural networks for cross audio-visual matching recognition
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.405442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c10e6ee-c8b2-477e-a0b2-72aac1838396 · outbound
This paper cites an unresolved cited work.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Unresolved cited work
Reference 24
- Resolution
- unresolved
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7a5e053c-c80f-4007-a9ce-79ca7a34b0ea · outbound
This paper cites Gowda and Chun Yuan.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Gowda and Chun Yuan
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.319470Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9941125d-2983-4b7d-8cb4-6753246544dc · outbound
This paper cites Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
Reference 26
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e059cbf8-69b5-4052-ac59-edd47e84603a · outbound
This paper cites Dropout: a simple way to prevent neural networks from overfitting.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Dropout: a simple way to prevent neural networks from overfitting
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.278950Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4725dc31-e127-4d4b-85a0-7d789d3e8969 · outbound
This paper cites Kingma and Jimmy Ba.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Kingma and Jimmy Ba
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.223260Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f41b42d1-0395-4a25-be51-aef7e87c6084 · outbound
This paper cites youtube-dl.
Reference 29
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c2e9ca69-b6db-4fe1-994e-aa85f158e2ae · outbound
This paper cites Converting video formats with ffmpeg.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Converting video formats with ffmpeg
Reference 30
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 48f068bb-d55e-4829-8df3-53a2ee65f123 · outbound
This paper cites https://github.com/Zulko/moviepy, 2021.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements https://github.com/Zulko/moviepy, 2021
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:06.065311Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4cdaa92e-83c4-472b-9b29-e88e8df314e1 · outbound
This paper cites The opencv library.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements The opencv library
Reference 32
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3753be4e-a707-4e3a-a39e-fe206f829699 · outbound
This paper cites Face recognition.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Face recognition
Reference 33
- Resolution
- verified fuzzy
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 62e148df-7702-4909-b3cc-ed04a3d5645a · outbound
This paper cites an unresolved cited work.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Unresolved cited work
Reference 34
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5c75f762-827f-47fd-8f04-bdd14f292e51 · outbound
This paper cites an unresolved cited work.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Unresolved cited work
Reference 35
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5453a69c-8a58-4eef-ab91-aabce92d83e3 · outbound
This paper cites Scikit-learn: Machine learning in python.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Scikit-learn: Machine learning in python
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:05.828809Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a169dec5-5ef8-4817-9f8b-1be59050628b · outbound
This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements PyTorch: An Imperative Style, High-Performance Deep Learning Library
Reference 37
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64e366c0-b978-4e91-9af6-b41e22530cd9 · outbound
This paper cites Lip reading sentences using deep learning with only visual cues.
Development and evaluation of a deep learning algorithm for German word recognition from lip movements Lip reading sentences using deep learning with only visual cues
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:21:05.761802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Pith citing papers
No inbound Pith citation observations are available.