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Paper Citation Record · LEDGER

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization

As of 20 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2412.12503.

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

pith.paper-citation-record.v1
2412.12503 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:04:12.326510Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

26 of 26 outbound references displayed

  • verified exact0
  • verified fuzzy23
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 99a0e0bc-2019-4b35-b4da-9e9dadfeee73 · outbound

This paper cites an unresolved cited work.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:04:12.669548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 360d2d80-70d2-4ca9-aa8d-a8cd67b7ecc2 · outbound

This paper cites D-Net: A dual-encoder network for image splicing forgery detection and localization.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization D-Net: A dual-encoder network for image splicing forgery detection and localization

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.659970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 0d1ce4dd-4168-4686-be42-e1c4fc0cfcfe · outbound

This paper cites Feature Aggregation and Region-Aware Learning for Detection of Splicing Forgery.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Feature Aggregation and Region-Aware Learning for Detection of Splicing Forgery

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.649980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 9135f6fb-d90c-4900-9b99-2e07bc9b7f87 · outbound

This paper cites A robust copy-move forgery detection technique based on discrete cosine transform and cellular automata.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization A robust copy-move forgery detection technique based on discrete cosine transform and cellular automata

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.639189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.239787Z digest=sha256:2651ab883e61f1ae42b7f890d3605f6669715aa2a322d8c9fb3cd32ebff3acce

Observation 577e3d68-7243-4e8e-a520-2d7d5717a45b · outbound

This paper cites Lightweight and high-precision network for image copy-move forgery detection.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Lightweight and high-precision network for image copy-move forgery detection

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.627640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.244536Z digest=sha256:b5e317ef336d3b275be4df77ead2494e786520c3300f2d39c7668e98e822fd28

Observation a8f17093-5fd3-47d7-a45c-36f5ee0879f5 · outbound

This paper cites Passive Forgery Detection Techniques:A Survey.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Passive Forgery Detection Techniques:A Survey

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.615408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.248940Z digest=sha256:6de976419e07b6b6cdf2c6354e9b29062ab7375f28054e8f0effd3a38e633f36

Observation 9e22afa5-96c7-4e68-8249-e601791f9103 · outbound

This paper cites Generate, Segment, and Refine: Towards Generic Manipulation Segmentation.Proceedings of the AAAI Conference on Artificial Intelligence , 34:13058–13065, 04 2020.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Generate, Segment, and Refine: Towards Generic Manipulation Segmentation.Proceedings of the AAAI Conference on Artificial Intelligence , 34:13058–13065, 04 2020

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.602184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.253479Z digest=sha256:15713cd24b56c073b22cc0b430d27886f8c0a7fb9b4a24ade800788cf396ae26

Observation ca16ac54-34e2-4aff-b668-91ca3911107f · outbound

This paper cites TruFor: Leveraging All-Round Clues for Trust- worthy Image Forgery Detection and Localization.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization TruFor: Leveraging All-Round Clues for Trust- worthy Image Forgery Detection and Localization

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.588008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.257541Z digest=sha256:4a2ec54d18cddd610ed0dcc9a6d0a3e926d5d2581e6f47fd1adb1dc22aa87152

Observation 4ebfaa6c-24c1-4b65-9bbf-d512f6bb6f68 · outbound

This paper cites Detecting Recompression of JPEG Images via Periodicity Analysis of Compression Artifacts for Tampering Detection.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Detecting Recompression of JPEG Images via Periodicity Analysis of Compression Artifacts for Tampering Detection

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.574534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 347187aa-25c2-4c0b-b168-9cf3ee2a7d57 · outbound

This paper cites Image splicing localization using PCA-based noise level estimation.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Image splicing localization using PCA-based noise level estimation

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.561870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.265773Z digest=sha256:0dd6fa99ac72357cd0118aba00766ab6c0288336acb92799cf6c94b447107f95

Observation c6868051-5b35-40b6-8c5d-7fc4ce9bee91 · outbound

This paper cites Detecting Image Splicing Based on Noise Level Inconsistency.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Detecting Image Splicing Based on Noise Level Inconsistency

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.548941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.269629Z digest=sha256:030e20b12f5d7a143bf7316bf2c2103261c1091a52d4401bd3ed117259b8c180

Observation 5bb30eef-9657-4ea6-a3eb-27e197d98445 · outbound

This paper cites Lecun, L.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Lecun, L

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.536052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.273509Z digest=sha256:82ce48d2fbe9196b34ad2eadd10ddacac60b36412e7601ab163c5cc129990368

Observation e056314e-5e37-4934-a347-cf779b6cf17c · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T14:04:12.277272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:04:12.277272Z digest=sha256:7eaad013ae4f3d0823a379f5930baef10a7fc3a853408e3125400e6d842b17d1

Observation 7d2eee85-97c0-4c46-86a6-54ebbc42cb84 · outbound

This paper cites ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.515482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.281321Z digest=sha256:d24c143cb475c1e9afee232bac25b52fa7df0fff895e7798694cf22cc799ee8b

Observation cc09ea86-bba0-44c7-aa7c-70b9dca6a635 · outbound

This paper cites PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipula- tion Detection and Localization.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipula- tion Detection and Localization

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.504693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.284977Z digest=sha256:15116dc1d5489e285fb1ff401bdfee280f7b25551309ac1b4f75d2616a20a32d

Observation 5ba0305b-af85-42e1-8e60-168ee5fd66ca · outbound

This paper cites Hierarchical Fine-Grained Image Forgery Detection and Localization.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Hierarchical Fine-Grained Image Forgery Detection and Localization

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.492879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.288651Z digest=sha256:10df2c231d402bea09853d93676281d348b742954442173a7c0f264a0a3e7213

Observation 7100db76-f891-46a4-a6e8-7039f6ff10c6 · outbound

This paper cites Alvarez, and Ping Luo.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Alvarez, and Ping Luo

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.293684Z digest=sha256:99b18cd7ddd816c00f15458891c5809fa63841b79a30234c89c01ede67fa4006

Observation 37a9ab19-a172-43e6-a6e7-fbaa2fc89489 · outbound

This paper cites Cond- Conv: Conditionally Parameterized Convolutions for Efficient Inference.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Cond- Conv: Conditionally Parameterized Convolutions for Efficient Inference

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.469387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.297774Z digest=sha256:58cccd8c2337ccae7f861ff30ddd914a8aa06baf4fcce16a03fc306adaaeb18f

Observation dac9b38b-749b-4e41-9f76-46708043e008 · outbound

This paper cites MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection

Reference 19

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raw_fallback, observed 2026-08-11T14:04:12.456231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.301885Z digest=sha256:4b16476925ea510d9ba6ac96717ea0a05a44ea0a2698789fc3b627a4de9a881c

Observation c98c36f0-6cf2-448e-81d0-5a4a71fb7000 · outbound

This paper cites an unresolved cited work.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:04:12.442560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.305205Z digest=sha256:43801ae91e9080aa81ea0704aaf9f166643f0ee7c8ca8574fafa7456659299c0

Observation 3dc2839b-6c11-4bce-9561-5dee2d452bab · outbound

This paper cites Non- local Neural Networks.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Non- local Neural Networks

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.429369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.308510Z digest=sha256:a1ceacc4b19950ca1c5a687d37e4f764f2c5ced63c600d2732490679ade03a09

Observation 83e6b521-44b5-4f73-879c-3487ac289218 · outbound

This paper cites Squeeze-and-Excitation Networks.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Squeeze-and-Excitation Networks

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.415274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.312098Z digest=sha256:b412965df8f3d5497d465e997b88445eb8c809274c070e120563a4b8dd9bf63d

Observation f93df803-23a7-4315-94e5-02637f84cb33 · outbound

This paper cites Defacto: Image and face manipulation dataset.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Defacto: Image and face manipulation dataset

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.402363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.316036Z digest=sha256:382cc273fe14885fc9ef96e7c31aaee5243198076edbe928288fbe6323aa48fe

Observation ab41c302-8b88-45d8-a8f4-1482d9bc3a09 · outbound

This paper cites Hsu and S.-F.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Hsu and S.-F

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.388150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.319609Z digest=sha256:f29cc16ef3b472330cc5429f7275ad781e169aca6c6c2b9103e89c09ffcf075d

Observation 7119166c-3dc8-41bd-a570-54e67a3ad687 · outbound

This paper cites CASIA Image Tampering Detection Evaluation Database.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization CASIA Image Tampering Detection Evaluation Database

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.374397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.323069Z digest=sha256:b0837428b138ac78a4dee8adb3ec524c26790336c819dfa284a012ada6cfb148

Observation 0cbd4541-a439-4ea1-9793-598b4d5f88d8 · outbound

This paper cites Yates, Andrew Delgado, Daniel Zhou, Timothee Kheyrkhah, Jeff Smith, and Jonathan Fiscus.

Multi-Scale Cross-Fusion and Edge-Supervision Network for Image Splicing Localization Yates, Andrew Delgado, Daniel Zhou, Timothee Kheyrkhah, Jeff Smith, and Jonathan Fiscus

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:04:12.360388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-11T14:04:12.326510Z digest=sha256:74c23619d66fde14bf02fd76e722a41eb32a4e0613211275230371217fe972b1

Pith citing papers

No inbound Pith citation observations are available.