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Paper Citation Record · LEDGER

Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2412.20345.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2412.20345 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:40:57.939767Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-08T16:19:18.677673Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d6aa5ae3-b79c-429a-b2b7-e39760b46a18 · inbound

Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation cites this paper.

Optimized Unet with Attention Mechanism for Multi-Scale Semantic Segmentation Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-09T00:40:57.939767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T00:40:57.939767Z digest=sha256:212dd189e003d01460b3c7bdd6045bd6785b2ebbc934869e43b694e0c36515a7

Observation 141ae286-eafa-4bb3-a8eb-880ba5b7bfba · inbound

Multi-Scale Transformer Architecture for Accurate Medical Image Classification cites this paper.

Multi-Scale Transformer Architecture for Accurate Medical Image Classification Deep Learning in Image Classification: Evaluating VGG19's Performance on Complex Visual Data

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-08T16:19:18.683051Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T16:19:18.653753Z digest=sha256:c97644873b4b7ab2115002b415759050f435eafdea9b81dfc07deabf389a45e4