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Paper Citation Record · LEDGER

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

As of 22 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 2026-08-21T06:32:19.484+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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.226619Z digest=sha256:3a1a2484556d683d17fb780b1675556040e284ad282ef599e6d04b3f6426c5b3

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.231422Z digest=sha256:57513a47c18e40504446b94d1dd2d17670b0a4bde48580058b33c2c28a4117ee

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.235662Z digest=sha256:7e1cb2fc2401f1fb37414a794fcdc97c238a3f940618372f88e730cba447be58

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.239787Z digest=sha256:7986a214f4d223478ccec7eb74d5c5fa1dce1cab3fd532ac7b09370fbe807bbb

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.244536Z digest=sha256:8c6f0e72f21af31e771a23738135b3a27ccfaad5945e8bacd81d8a159400e67e

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.248940Z digest=sha256:446d339d47b65c9c6d10352872977d17c4c4f0d420b475c7fff1331f85999a69

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.253479Z digest=sha256:fc39c89a0e8e4cd0d71db26c4bab78c62d878d9b347fcf8c792cfd555405eeaf

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.257541Z digest=sha256:4af1d367a9f8a491473cbeddb62f8f5b9b4fdef9ab3fcae6c7836cca8fa25f83

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.261657Z digest=sha256:73ce94ddd4016270fe958681b760f9dce1e02bb93b3330a3120fb96a736bc274

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.265773Z digest=sha256:60988c840e8afa2e3786461bd5a3ca8a7f217e233a97d1dff2ea782a44bdb03f

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.269629Z digest=sha256:be306487bf22e1f42bb4ef1895fb72a185d9aee3bdaea508741959561b4ec521

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.273509Z digest=sha256:b9c8b0c564b24141768fc8e802344708f60c32d264b06dfe0d1bef7591ab27a7

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=sha256:0d3b70f548fec78c23ff4a7e7a8e8c8180eea93b7ccbcc3c4f4923d34117b3eb

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.281321Z digest=sha256:2ef279b1b07d51113a38500a60557528febaefa59bbe66cc41e271606dcaf5c8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.284977Z digest=sha256:841d9af09c33e2607566a6846ff52b317787218cefbac9e350c339dac2b58a8d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.288651Z digest=sha256:77793e7ddb9f21dcd65a17d5e57e84717da164e64f9c41e9e5c22db575e094f3

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
raw_fallback, observed 2026-08-11T14:04:12.481454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.293684Z digest=sha256:d6288dba8b3a314cbe59da253dc70b9391eb03fb3de4e910269c5666535b42e8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.297774Z digest=sha256:2779c4e46ecd337998d4cfd2fe0f76adea58e82f34a295dcab91ef9be38d49eb

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

Resolution
verified fuzzy
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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.301885Z digest=sha256:a5d9e13d2ce2ee61890ace925f4cc59ef661415fbe6ff3156e81f8054d4bd631

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.305205Z digest=sha256:b4dcf1b15ef21bc57240d0fb3b7d9c88fb7f7d63c327f310e1036d3cffe6ad59

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.308510Z digest=sha256:a19205d4ea4e751abfc7ec9836a708514505312e9f25e9da957cd5dc7943ebf8

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.312098Z digest=sha256:51f5615fbe0c4a733c92a52fc4db639c4fa8977bada8b25b7d37f2cf68af799d

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.316036Z digest=sha256:db46065c05c0ab27cbe9a98aaff609d4467955c9537ed5c2e80ae0cd166fb9c4

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.319609Z digest=sha256:a7987c78f99881bf4053b398958fa59ae21437f2087baf27e4c3f26f5aac1c97

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.323069Z digest=sha256:ef0ab5b625e2f69db8453de85cfc725b71f7d5510a56e1097a595a9c23de48d0

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 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-11T14:04:12.326510Z digest=sha256:db2d7932658674251718e94cd57b614d13eade8a71a8c3720a2dff4b3a005a93

Pith citing papers

No inbound Pith citation observations are available.