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Paper Citation Record · LEDGER

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation

As of 13 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2411.17556.

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

pith.paper-citation-record.v1
2411.17556 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T12:02:57.789050Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

62 of 62 outbound references displayed

  • verified exact1
  • verified fuzzy16
  • unresolved45
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f0f05907-14d3-46f8-8f21-b0f58818e811 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.954512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.499969Z digest=sha256:aa9eba124c206392e8d089b381a82f1528f39404d70cdfcb75f5192b85840d60

Observation ba2c00a2-0bfa-4734-8acd-48ade3ea90b4 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.938729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.505937Z digest=sha256:b75650ef8aa76e113428fe545b0b5d5a000135ef642bae8ec8935a059567e809

Observation afaab730-3fd7-4ca2-b30e-7b678523d92e · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.924257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.510782Z digest=sha256:ce137baeeaf13c9b23e3082167342704786ddf094f1ea07d1f415bf1e53846c6

Observation 92bce925-2cf3-4363-9dbb-d17ca12c1b6f · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.515486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.515486Z digest=sha256:80b565d81742d2a8b606b696d459c38ff537a0dbdff71ee6d0b3f7fe21c69472

Observation 2fbcca7a-4db9-439d-8dac-247f45722877 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.909904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.520689Z digest=sha256:6835919f2e5928ae0b88c9800174f257ea3a93da553b71d1c95c1e0e065cbd08

Observation 0b2a72b4-1fb1-4e30-a662-cf31bb317b2c · outbound

This paper cites Iqbal, T.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Iqbal, T

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.894867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.526365Z digest=sha256:ce2bf5f313252b3191bdbb624747670aa6b72acc10b331c1c443d684564f2bbb

Observation 05b3ae06-25fe-493a-a638-cbc4ea1a71dd · outbound

This paper cites Qayyum, I.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Qayyum, I

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.878563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.531153Z digest=sha256:00df5a057a7719d4981fa34f4efb2a994a243760b458014f93732b130a7ad9aa

Observation 5a791ada-6a29-4cff-9840-38df572563d3 · outbound

This paper cites Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Advancing Medical Image Segmentation with Mini-Net: A Lightweight Solution Tailored for Efficient Segmentation of Medical Images

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.536405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.536405Z digest=sha256:1ee13c9647181c229ecd76d94b4a04805662d41e6de65f01f48b8911cadc9c77

Observation 9d4bce79-04c5-4be3-a9a8-37b200b0cea7 · outbound

This paper cites Iqbal, T.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Iqbal, T

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.862328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.541950Z digest=sha256:2cfd03afccb2f9c78e8369e3f5143b202752c156f39af1b23a09357d3b081ce7

Observation 0e20d292-8e07-480c-a9d3-7685f2f92fac · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.845117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.546635Z digest=sha256:31222eafb350cbe05306bb2926225d8d5426f58ff4c95b5c5725ec818d1b9cad

Observation bb62f1d2-1ad6-4c32-bf72-033c30249d9f · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.829819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.551218Z digest=sha256:d517cc2a685e07478641c1320aa9051ab67dea172d15616daa2107e381d77a93

Observation 68c70cc1-ee0d-4477-b2f6-78e7be721895 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.812703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.555712Z digest=sha256:aaecee04b3ada1d5f7f8eea1bd4ff4e4ae99f2364f5f67b836a5839a68733c0e

Observation 10beb0f1-99d8-4023-8d96-9025e9328bb0 · outbound

This paper cites Arsalan, T.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Arsalan, T

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.796402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.560575Z digest=sha256:06d201d11d068230876947e4dcc2db610a069caf251fbbde3b383d8b6f6913ad

Observation 5441b57c-7e89-4608-b04c-4b245af6c8a6 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.779589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.565244Z digest=sha256:ea91fb65d584eb081f4ecde5f7aa8c5665014485c462d1c8ce693d9d9b335056

Observation 4e27ad01-962c-41fc-888f-83b476155e65 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.763391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.569636Z digest=sha256:eb363094a32c3c40c634be124581caa41038a494823e5483fb4bd74082663408

Observation 860d2966-ca16-4f0c-a3b2-d4ab87bd7743 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.748279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.574142Z digest=sha256:6d7ec128331505fc70ca74fdfc1ce25b35b6481c2d11bd5dce0af47ea04d366d

Observation c09c8ac7-0a1e-4d9c-8af5-762fbca5d9c6 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.733197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.578510Z digest=sha256:f3ff1a2cb4f34d73706704e8235837809814902099804c21e0745a91df8918b8

Observation 93e2c576-9e7a-4190-9f99-f5ccbdffd40e · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.718787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.583079Z digest=sha256:df818812208490fe0188742dc71fcf73293927dabf3f89f484112be5e90458d2

Observation 6398867e-3c2f-405a-934d-a5a48069337e · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.701595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.587457Z digest=sha256:310b735392a432909f67138a4a8aeb49dfa06783fbf7be09df4b562aea8f5a0a

Observation e3737d50-dbc9-4e12-8d5f-00794f3c29e5 · outbound

This paper cites Naveed, S.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Naveed, S

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.684024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.591897Z digest=sha256:ca92095e0873133ce97e83e0f07949dd34b99ef7c4b5cd25819b861985d952be

Observation 9020cd1f-f387-4530-8fe9-7424551e09b2 · outbound

This paper cites Naveed, S.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Naveed, S

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.663204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.596422Z digest=sha256:068512702dda709a90fd3af8976b396defb2c28d27cf199f39f2e1f35f4bed8e

Observation 5e364f27-cb2a-47a3-b34b-285479e60652 · outbound

This paper cites TESL-Net: A Transformer-Enhanced CNN for Accurate Skin Lesion Segmentation.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation TESL-Net: A Transformer-Enhanced CNN for Accurate Skin Lesion Segmentation

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.601129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.601129Z digest=sha256:745de20dcc4ba4536d080d21c91c9d3c2d816cd793c8ec24384747fe882bc1f1

Observation 7e3ff1b1-c149-4d87-88fa-ab83c1269a90 · outbound

This paper cites Naveed, S.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Naveed, S

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.644860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.606296Z digest=sha256:eabbb87dec03f1df098dd17de7c6bf53cf92cdfc0f750bbbe8529891a5600e53

Observation 9a80b951-b9fd-44fa-9469-16d4addb71f6 · outbound

This paper cites Ronneberger, P.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Ronneberger, P

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.630270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.611036Z digest=sha256:566defd6ec413d4868af0e328c1f9ac2314bf3bd0250b62268a4779029484bf6

Observation 57892d94-5f7c-44b2-8e08-d1e41d91bf46 · outbound

This paper cites Ghafoorian, N.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Ghafoorian, N

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.614287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.615571Z digest=sha256:137fdb5cb328dc280c199cc9aafa7819b53c87316d7f07349c4f98807d5d3461

Observation c0e32d34-517b-4a1c-baa2-c538e55e0080 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.598373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.620034Z digest=sha256:330e08be6053bb3e68e3d4befe29596424072702e1dd9c1d1e41149f908e8ac6

Observation a5283a5d-5c81-4c24-8ad1-0cd25bce0992 · outbound

This paper cites Basak, R.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Basak, R

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.580180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.624662Z digest=sha256:89a3fb82731e7ca68218cc1a8e8c25b1fdc0a145fa05e884073a5c031885ad37

Observation da936e68-8830-4d02-8ac9-09c10c4bfceb · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.564195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.629067Z digest=sha256:ae6c7e44477c7fc464f9c84ce80065cd852bbb4d7275067ac8c908233f67421e

Observation 22dfba9b-f178-426c-bf1f-5aa47ecfd26d · outbound

This paper cites Attention U-Net: Learning Where to Look for the Pancreas.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Attention U-Net: Learning Where to Look for the Pancreas

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.633350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.633350Z digest=sha256:62a6a589e019f53f1f9f711012a71be8c178581aa4434b4ab6c6cd64cb57042d

Observation f2dbd406-ae31-4372-a007-2f04debab2ed · outbound

This paper cites Zhang, Y.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Zhang, Y

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.548654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.638338Z digest=sha256:b4568bad4678c35be001f6558edf9d3ad13ffd168c7a538da828582cb2122e2e

Observation 6948c894-9e20-44e2-81d8-3dba4c983426 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.532369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.642264Z digest=sha256:dd3707356f1d564fd922407384fee686b785e6d31b08d7b5eafb8144c71f6ec9

Observation 30c01273-e1ee-4294-957a-b5bdea49fc41 · outbound

This paper cites LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation LSSF-Net: Lightweight Segmentation with Self-Awareness, Spatial Attention, and Focal Modulation

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.646540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.646540Z digest=sha256:b8cd3dd6f946a93b4ff563aafd20a4a7ceac7b4a3108e85d552bed457a68e347

Observation a802dce6-7c6a-44aa-a387-f267f672da4a · outbound

This paper cites Iqbal, T.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Iqbal, T

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.516892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.651399Z digest=sha256:362932e0e013c4db81dca1885dc127d69076a47301ff969048df23511387cba4

Observation 590d9dc9-a457-4523-9c21-38d2a2146c34 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.499212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.655967Z digest=sha256:f32d8e7ded82ffd642e02cd9b76c5c1ce01017891cfe7f9a863122a72176c773

Observation 32e57b87-2a7c-42a9-82ac-cf23a51fe75d · outbound

This paper cites Jiang, J.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Jiang, J

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.478234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.660889Z digest=sha256:82ce3ea20c2f85f906fe2c48c62fde339ab131143aa497f853c86049f85b28c3

Observation 9c6e8a97-67ae-4152-9eef-851e3ea47b81 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.457907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.666243Z digest=sha256:dcf4b48132a849b258485d392a45758eec7d8dc8fec3ec64462b65bd6dd57303

Observation 4393e99e-5ffa-4404-8538-3251d641cd01 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.442815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.670824Z digest=sha256:28a25b5e7dfbe0972f6ad42961fec4634b0b0013e4b5132178cecf2e35e149d4

Observation b93fc914-7599-4ef1-bc89-25c1174b347d · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.426633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.675605Z digest=sha256:f7e31098b26b28440ce94e1e954f625bf32b64be8b2660bb6f05f2ae4f7b687f

Observation 542888e6-1289-4cae-a9ae-b6a8d944ab91 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.408949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.680531Z digest=sha256:235bb227a2ee96ba8fcc3ab97b4dcf4bdc621111198336b59ab68e137546df6e

Observation 2020a240-2732-437a-a777-cef92e39d2c4 · outbound

This paper cites Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Attention Swin U-Net: Cross-Contextual Attention Mechanism for Skin Lesion Segmentation

Reference 40

Resolution
verified exact
local_arxiv, observed 2026-08-12T12:02:57.903738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.685401Z digest=sha256:e25dee23d4f68149b360d807e122ad9dbe9f4c544078e9cdd2994208502d8d6a

Observation b7a6697e-5eb5-4a16-89d6-66ae21e4e369 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.392709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.691894Z digest=sha256:56dfe8f43b2ecf2c9046dbc38d85de25588d637c05527d4674eb22eb3925a6e1

Observation c3c75323-12ea-482d-b436-f86a3ef94e07 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.375971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.696748Z digest=sha256:fd4b17ff343ed7a657b93617a9ed9d39b6e51b7972a6d0724add82aea4f081fc

Observation fafb07e5-98ab-418b-a5ba-613d12376c8e · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.359304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.701272Z digest=sha256:177605321f4b9a08cc948cb5a10527237d64e9432ce84ba92f74fd6d70ee87b0

Observation dfa263f4-1a9a-4934-9a73-6f9d2d13ca26 · outbound

This paper cites Huang, S.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Huang, S

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.343505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.705862Z digest=sha256:a716ed4af80c5b6b2cbeee527aa3e5ba36dbc313c8b3cc37525545a40f5e6c83

Observation 56ca8220-33d0-461c-aa79-5be10d97c415 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.328405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.710433Z digest=sha256:1769905a638fc537845c5bd7eee35d522b45fef78baad628b45fd44ed93e164a

Observation ce1a8289-b3ab-479a-93b7-bea7c6c59960 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.312148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.715013Z digest=sha256:3e31055f6ac0d8d40366660f7ea845af8efb861296fdb36c3836b16085ee48cf

Observation b6a276fc-0313-43f3-954b-1688de687e38 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.719293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.719293Z digest=sha256:e410bcac9dfb68cc86af9b850b9f522a79410d316c18439f0c731ecaae89dc72

Observation fc3df9b5-5562-43e2-9f98-9dbd59cf0371 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.287159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.723698Z digest=sha256:34d5a430119c13290502e7604a52e1958571bff1081c695d902728bd8af9ac84

Observation 1d54c69c-9ab8-4296-8259-a9b74766b456 · outbound

This paper cites EfficientNetV2: Smaller Models and Faster Training.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation EfficientNetV2: Smaller Models and Faster Training

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.728447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.728447Z digest=sha256:88a6acd4dfac4b3009a15257ea95bc4d87ef9f02c77ce1d354f26aa3b5809b8f

Observation fb7a3c9f-2850-44f0-ba73-36272fa56068 · outbound

This paper cites Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Focal-UNet: UNet-like Focal Modulation for Medical Image Segmentation

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.733289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.733289Z digest=sha256:eb2b38ce45d12e5265377f6bb1621ff5782ea0a35f9c3fa3f294963b1e0e698f

Observation 5009e668-6bf9-4de4-aaa9-ee2404faa22b · outbound

This paper cites A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentation

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.737885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.737885Z digest=sha256:99e35d3dc02f64d05ff532a7301fd037726bf1e6f42a28711813e90cc8dc1476

Observation 8bfba864-8b91-4cbf-9241-ec45ce958831 · outbound

This paper cites Kervadec, J.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Kervadec, J

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.270388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.742504Z digest=sha256:45fd7728499fc1a3295bfd912562c0c27037e93da3f424f592d152c2c3f9c5bd

Observation b8250fa0-71bd-44fb-942e-42d7c9844710 · outbound

This paper cites Mirikharaji, K.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Mirikharaji, K

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T12:02:58.252903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.746969Z digest=sha256:c1be14fc590249a282ba257dc3b0da7a7ebffc62e458534e1b787abb9720d99a

Observation 8ea1a6ff-16fb-405d-9b0a-42c01e9a46b3 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.237268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.751783Z digest=sha256:8cc679eca5d591e2630141d30a9ca514f31b5b7d4cae962d81e799368ad7074b

Observation 1348fe29-dbcc-42bd-a538-e6e86d1f88b9 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-12T12:02:57.756142Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T12:02:57.756142Z digest=sha256:3aecb1cb313477f42f86f63ae25b3a9254084d5c1d5135fbd027248da719e2cc

Observation c7293f51-d87b-4b5e-80b5-84a33fd63449 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.211345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.760821Z digest=sha256:7fdfde5dc00c10b3d1c724e94e6ab01955e179a12cc22e64afdeafb706bee7a9

Observation 333c16d8-8b72-44f3-9279-487ddd66c237 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.193371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.764984Z digest=sha256:e0003a79cac3187893586446248b82b828682cf1fff54ec2300f7f925d280ac5

Observation b120b2a0-aef2-447a-8bde-46f45659d7a1 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.177031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.769316Z digest=sha256:6607c0a77b514b12750e69a43a9fe90d98b0a4812bf98018505629c1bcbcf45a

Observation 6c1e8cbf-a559-4f3d-bad5-795ffb1e5cfe · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.160323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.773711Z digest=sha256:13bee3e24a733961fd1e029b4ba11b7d1fa10f13c7f806c11573d41aea2fb46e

Observation 076e0a3b-2972-4e49-bc1b-05e6653e452f · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.143766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.778483Z digest=sha256:e52984dd951077edccc2b444926601997b93e0325f56368c0023cb7dcca07493

Observation 84e1e07e-a3f5-4bd4-8284-f64ae7a471f2 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.127884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.783452Z digest=sha256:5cbf39f1402e9b2d778795b7dc45b10ec065149fc03692933f86c4c42b004b04

Observation c12e1496-5fae-4e9a-8c3b-cd7a2bc23c14 · outbound

This paper cites an unresolved cited work.

TAFM-Net: A Novel Approach to Skin Lesion Segmentation Using Transformer Attention and Focal Modulation Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-12T12:02:58.110678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T12:02:57.789050Z digest=sha256:24df42fe60f1711f0e104bf7033cb70b9f4280ae8e92625e65b859d60e87ae33

Pith citing papers

No inbound Pith citation observations are available.