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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 15 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 2026-08-15T06:32:42.880941+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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.499969Z digest=sha256:052216e08cef85f3f0ad6713d13c1d073503c6ebdc9f9731ae0e1ac4c401f6d7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.505937Z digest=sha256:67c5e404d8270f6469c597bca60261da6319fd57b364448f64273a56f47e99ff

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.510782Z digest=sha256:b67d008898a93ed34a1a91238c03664e2b0eab69b1d0d0a7ab656ed219207ee0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.520689Z digest=sha256:ea5f0ae3fea9e15335f706e844f137ca5532d8511f25b0f0222f596c0f2eeba4

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.526365Z digest=sha256:43c29f46013786c572a4ed5efdec83a113bd07f1c83745c2428c3339cc02c1c6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.531153Z digest=sha256:8552cca12ac9ae3a9c703b0ea67d78cbb4827943936e3864565efe00b5a5da33

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.541950Z digest=sha256:2297f532617dbc6a94702819bc1e592f69defb712de0fb3f646aa39cfbef7b3c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.546635Z digest=sha256:a07930f2ccc85394c9778ed8b7ce8908995af508621c2ce5dbb40bd952b53b84

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.551218Z digest=sha256:2b19f91e0bdfb0b14368e7d4ec90dfb3406c541c1457f2e3e06bf2172e139b36

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.555712Z digest=sha256:bc5a75f6dd2db56218232ec9d63b474689964efb7c0f13e17d0d102b1b760aaf

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.560575Z digest=sha256:8bba64caf8ab42204df0ba4d9a68a12985bc0b39a767a1c6ac0f9102f32755be

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.565244Z digest=sha256:0a566483468ecd633ce4b1ba54a0ab9622e9e844ff1eed98440e93eb2b1d354a

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.569636Z digest=sha256:3dcd521b80e1bfe53202fa61c64c78faac149cbb420fe2025976c644ada129a7

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.574142Z digest=sha256:0dce99ca3960b7b470cbabca9f6764b65947caa69d3b2cc121aa2f8294191a72

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.578510Z digest=sha256:12d5ccd559ca8aa25087d0a0392c2b288894d07783ac12b8bdcf96d4c30a41e9

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.583079Z digest=sha256:8b7fc9643dec91fd651b0ab0acac4acec37424bcee48a0a7d02ffdbcd1740c94

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.587457Z digest=sha256:33fa47c0ad009ebb120fbe49051dc7f0b0f39cc70b6d89e61e467cdbe791491f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.591897Z digest=sha256:efbca3b4ac3b7776f27b4e6d8aa670ef64e68520e75f213af47e1b3bac457dd0

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.596422Z digest=sha256:383766d474b38438c5bf93e8615e861739691454a1d6ee53afc79b2ae1cbf18c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.606296Z digest=sha256:765772f31d7d3a6032684f70582fa3b2fd7ecfb93ad54345b52a00ac70fc5cbb

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.611036Z digest=sha256:0c2083e3c1cd7ff13607bb6b64e68126610ff544c5836b23634c0ee693896d89

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.615571Z digest=sha256:1e0b78a9a9d359f0dcdcb72c96c9e5793d66d199971571a013b5134fb79a79fa

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.620034Z digest=sha256:de786c96bee171515586290ec58c801f470061b29ccecaf38316dd24bed7ce6e

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.624662Z digest=sha256:1b635f3855081932ff4a2775d7dc7b3f8b61f812055aaaea50dc397b42432b1c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.629067Z digest=sha256:12255536b78d1f8c71929c70b86e5a0305e6e966d0bc6f763cd007bd0ed6dd64

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.638338Z digest=sha256:5d811e5fb291e21a59ed72c43318f845ee71c6ca8a223a03d79b2766bfb8fc46

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.642264Z digest=sha256:5732be31e42a2b877eadf3740d7047dff54b25e04675b843374bd3e08d60ee09

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.651399Z digest=sha256:a01d0866238e55d4ae755fc2b7e187d29745c007f69553ce9f60ff8164f07e2b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.655967Z digest=sha256:a1904c682f9c552cb6bd8421f47ecdb6c6ff18007653a8e91df47cd53cdb50e6

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.660889Z digest=sha256:4c537aea4d1485e52848c913faeaf4e86b569bb39261ae7c57e32f73f79658b2

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.666243Z digest=sha256:048e970f09ac4be0c332a70f00b0ab84b1f382c30ab6cd281e8e0df9d86cb507

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.670824Z digest=sha256:0587b38bdff563ab63b4561d5aab78aec17f95333440deda8644f7495649c8ec

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.675605Z digest=sha256:88d0f35c02d3718fb47b950e29f55b709b7a9e0f45e05bca36d91dce83879142

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.680531Z digest=sha256:6cbfee10732d246a44aaaa51d4b3e9ae8af50f50da69bb82535abd6a477b4008

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.685401Z digest=sha256:2e737589907a3010f09ebd38446024841f8a88e817ab4aa2319486299cc48d2b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.691894Z digest=sha256:18649b71322d103fdd8f6b0ed4e8158213db4a941bf9f8a276fcab73e70b3510

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.696748Z digest=sha256:ee1f963967f4341312dac9cb0dc64702d752e564bbe76e5919b8c469749a895d

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.701272Z digest=sha256:3117cde0fa4ed45d5a141fdce51b1ae7f1fcb0d1c24b66bc30b1a8850f5fb934

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.705862Z digest=sha256:084fc4b4a8d3fe3749d5d83a59e5dd0c78b6dc02f214d2a1633f3f78ef350012

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.710433Z digest=sha256:7242511d53c4f3716d446d10e06c23716279a7f6b21d7ff9bf6b88a6427cb468

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.715013Z digest=sha256:bf32ea0ff60c67d46db42321c5c32945be1af14eff87cfce40e376b2d5a73d4f

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.723698Z digest=sha256:b4a2ad56742cf2179189094003ef0b937f32ccd742d18a56769710faa9905eb1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.742504Z digest=sha256:8460a342b52617db9c7a9a6777e467653a914ffcebdda70ea5e61461003002ab

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.746969Z digest=sha256:5951c400911177bbc7542f9f82c8f50d0272d5fe4f55ac782b9e7ab70b44df6c

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.751783Z digest=sha256:8d81e775903677f271217caa37b410740f4fbe6646adaa1bb9f50a87c370655b

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.760821Z digest=sha256:846ec4e58cce72ce869c6ed30987d9d52114f9b54c7dd22b91a73b5d8367bba3

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.764984Z digest=sha256:2fb3f2ccbbb05215de40ec6e9a6f82312c2dedfcd700bf92753750c7f9393285

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.769316Z digest=sha256:4d8a07cbedc70ac0281d36a24f13db6538b9168d43f1e55f1c448f33aae9f7a1

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.773711Z digest=sha256:42a6e77f2b44260a9b311d3d7958b64119d258169a73094ce5ab2677754f9cb5

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.778483Z digest=sha256:47c9c3bedee679a23a204103a8e9cc1ead0f66f4dd44874c82b81bb9869208ca

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.783452Z digest=sha256:6e049fc45e727212876fe1a04cf20bdf9455c10d90c6ab08a197b6a46605c270

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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-12T12:02:57.789050Z digest=sha256:9288adb0ab7268fec7619f5ab1812c30bc30a4e55e6d7c58435753be96f2357d

Pith citing papers

No inbound Pith citation observations are available.