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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 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.499969Z digest=sha256:0fe50986a3c54f629dd3d22e83932f18a628a15ce75f1db3c9d529202d464307

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.505937Z digest=sha256:ff19995f8a10e0567c052514d2b43fbe4a8a78da374ff737b617462853e682e9

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.510782Z digest=sha256:271612b4d3fd01ca0b820aac5fce2ae26bc4d615f0a16d3ae38882354326dcc8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.520689Z digest=sha256:dfe55a3830063047b3ec574a3c312741ae88e718d8449940e2a4f23d195becb8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.526365Z digest=sha256:279ab5401bf5e227cba6dd04d2cfb3e2d90fee4ee435f97bf01218db7d9c4d67

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.531153Z digest=sha256:080cc0a30c43ea734d53f63c448ea4a9cf8539b4269257b601daa1ecd11b340b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.541950Z digest=sha256:d79c5818a59112bc5b893e87da95b397abdbf1e9d0003cf2c02ddcd820dbf822

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.546635Z digest=sha256:a31356d8958f7dd0c51b3c31955f528c1ed9af742f3695d099fcaf4196d2938b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.551218Z digest=sha256:a6c70e277fbd4929fb1d9ee14241f36acde482031dd41f52cdb0301d72906d61

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.555712Z digest=sha256:6fc97436d6bba17ab94b1daacf8fb311ece9ec57b4d7d037622c62577c703f7d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.560575Z digest=sha256:d7733864776fa9c7a8849d45b97e5dd6a73adaf0c3cf07b410fc77cc5c85df51

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.565244Z digest=sha256:15f03c0f252ae0abbd7efdef859092fd2cddb7a9f74c9d0c83ad83aade8ecc48

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.569636Z digest=sha256:f708a7eadbcc853614be13e9c4914350a264b30a756c4f145611c212cd5d010f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.574142Z digest=sha256:8590bd2214d44eb9cee3cb667bcde90fc3713d39cc1680c18162913fd64ea37d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.578510Z digest=sha256:79bc8f503efeed5af715c6aa6c556bad198b64e06dd7a610d913635a570ba6c0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.583079Z digest=sha256:84d589b473290545da74c370444aa4ae4f8ad4e93b0c3a2a1d859814cf011b97

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.587457Z digest=sha256:2dc24a489a953f5297e82a89ec9128b635fbeef51ea5671c0d5ba200707cb833

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.591897Z digest=sha256:921da44018539a3895cff1ad73b35f7917fd6100adae350ce45b48c86de6b62b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.596422Z digest=sha256:0b37fb3783e877f149ad2d65b5c92cd1026393b8cf124b4a4e1a074c8c8de691

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.606296Z digest=sha256:3393b4c0ea77f68f0145776898f54d17bf25135555eca53553ba636bf078f21b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.611036Z digest=sha256:2a5c5b79e355f2f2e6220b491414c86275b863c605af1194348501afb23429f8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.615571Z digest=sha256:f9cecd9969614ead602d62da9d8925b1928ce5a3505d07eeb7f5c0e12b39d69e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.620034Z digest=sha256:aa4b393ef1fc71434e60d200bbc063d64281d01ff009f29612b53fa5a7188b1f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.624662Z digest=sha256:08fa3c46b48a17d53dbbd3afa0333cef0f2c0dd2656c744f7a808508f2793764

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.629067Z digest=sha256:56c78759111f20a689c4171a391f3512d85e7ad38b473732f7ea0d2d3f04ca06

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.638338Z digest=sha256:98aad8751590e00499dff573de7d7d151d6d945aaca00bc7f7f4bed62bf0b4c2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.642264Z digest=sha256:fccf3a47e469b167dd4693daed4c2576faa679ab6aa7b8ede725c87af3254a76

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.651399Z digest=sha256:876a83ab57ee509dc1be39fa348ba075978073df6627055ed8ab70054b188b24

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.655967Z digest=sha256:8a0315fd507a2ea66833179c8fae08cc5453f2b3b376b0ad4e2b851f98a5e787

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.660889Z digest=sha256:2c37ac965afda626644347d5fd3e3bd4856f069c94e848a90036db3c010b3abb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.666243Z digest=sha256:d1b4137d3710afc57a8dcb3f304debacf6d19083c14526e255cae6b5404a9518

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.670824Z digest=sha256:d602069231a9f25c82083941ebc6ad791de50a8d1e8993b8da163a1ed4b02d4b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.675605Z digest=sha256:9769552715c8fefbee894c95d25ad2a19f3643177fff08b6aff4b782849822ba

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.680531Z digest=sha256:c20ea58d74bd9ee4892ce1e5e8fbc95aa96d5795999423065710e49534795ba2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.685401Z digest=sha256:d97369432d88bef496e4db041eb2d1e3138b4af1570ff5fbcd6edb6a51b221e2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.691894Z digest=sha256:9de9de98ac68cc8a0eb4e647156d13f2121b4352605436aa862e7ade2d012ab0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.696748Z digest=sha256:7e73e8c1e4ab9b452adf2473ef191ab0d73009d9d19f483491ac5007c57e89f5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.701272Z digest=sha256:ebde759341667edc84bc100d3b7b8253addba8198a57fa18f6b74ee136ffc5fb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.705862Z digest=sha256:8b18c9555ae645cde4408fd99071f8cdbd58326c7daf263e2f03773bad411ecb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.710433Z digest=sha256:017bfa7716710d28d4b8a7cf882dbfe93e1559b762356fd0a292147df4e1fe25

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.715013Z digest=sha256:c8c5bddddb8192add14623d4ebcbdba5a6d9ff4a98236c4c56d626461c2a359c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.723698Z digest=sha256:59c581c28973425769744be4533160b1dcd776473ca0827b8ee34fb38fc8e363

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=sha256:979261c184c8cee8cf63427f0765ecb6711135728a3f0373adb383badafdea56

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=sha256:569a8e0b862b87866bd5f4edf7bed076db967a8241fca4a9d4bb828a7f67942a

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=sha256:1536659f9da453fe8350f111079077b927b0a6e3512a0c77175072a4b9e653fb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.742504Z digest=sha256:feeee5bb5757a50143284c8e7918e410b9428678f4a9cdcfc1f53c0cfe01cc08

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.746969Z digest=sha256:071be447b925a4f97e5ebd66915a801628dd8440510c7637b097d63412bb17d4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.751783Z digest=sha256:d8cf7f1444e958ab3f9bdd75f86d34eab4b7760e816f2a129bbb164e925cf1b4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.760821Z digest=sha256:84ab5a579a3337e9d69b7d5eab9d639ebcae7355bb1c3ccf120e478976b2674c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.764984Z digest=sha256:8c1462c33ddd58c714e00c5549e70e79a81cc5a39ef03a486ded0ec092a48de5

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.769316Z digest=sha256:c80b5f32790fd1b8ca283df85dc9b8dadd3714e7227ef1229af519030cd12093

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.773711Z digest=sha256:31710a4f0b6d6444f01057c78a7fbc46e43ce397dbe290ca153f857d76044176

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.778483Z digest=sha256:c3673de22eddcc05a1838d5cf21bb7ba5669ad086fceedd424ecfc2694f57464

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.783452Z digest=sha256:7ff874de2075fd743d4fb6e85311451373b1b9ff136d076b64df786c81e4f473

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-12T12:02:57.789050Z digest=sha256:7517ed16d3395dcd03c0132e453e8f9b690286541627b13a14dd52ce2c8396c8

Pith citing papers

No inbound Pith citation observations are available.