Pith. sign in

Paper Citation Record · LEDGER

Efficient Transformer for High Resolution Image Motion Deblurring

As of 15 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2501.18403.

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

pith.paper-citation-record.v1
2501.18403 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T23:38:40.474640Z

measured 26 of 26 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

26 of 26 outbound references displayed

  • verified exact4
  • verified fuzzy10
  • unresolved11
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 575c0b52-d8ff-4e2b-a562-99044c45c0a9 · outbound

This paper cites Guided Frequency Loss for Image Restoration.

Efficient Transformer for High Resolution Image Motion Deblurring Guided Frequency Loss for Image Restoration

Reference 1

Resolution
metadata mismatch
local_arxiv, observed 2026-08-09T23:38:40.830103Z

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=2026-08-09T23:38:40.183959Z digest=sha256:1fae7521f8d0622a8aa212d21bf6265aa923d3dea14de49451ced0cb865e9489

Observation b9187478-9347-432f-b364-ba64df57f7be · outbound

This paper cites A Comprehensive Survey on Deep Neural Image Deblurring.

Efficient Transformer for High Resolution Image Motion Deblurring A Comprehensive Survey on Deep Neural Image Deblurring

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-09T23:38:40.813977Z

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=2026-08-09T23:38:40.227786Z digest=sha256:ae7e72a157bdef04026e8bd7e54a893c5020fab18454031568db1ff929f7c36a

Observation f6e641e6-658a-454e-bc26-708acfd00839 · outbound

This paper cites Improving Image Restoration by Revisiting Global Information Aggregation.

Efficient Transformer for High Resolution Image Motion Deblurring Improving Image Restoration by Revisiting Global Information Aggregation

Reference 3

Resolution
verified exact
local_arxiv, observed 2026-08-09T23:38:40.797328Z

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=2026-08-09T23:38:40.262209Z digest=sha256:f1dbb02a1c6735c248b62cf8523f77df0c582c6cece5edf8791f7a7240436567

Observation de9bba2d-428f-402d-af07-c33ff5cf12a2 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Efficient Transformer for High Resolution Image Motion Deblurring An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.267286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.267286Z digest=sha256:9b67a6d281422e7f17eecc24adc920383d89b2e0b9523423f59d9e05edd23086

Observation 1e208e44-d5c2-4b37-acd1-3551b3bf7c94 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

Efficient Transformer for High Resolution Image Motion Deblurring Gaussian Error Linear Units (GELUs)

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.272641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.272641Z digest=sha256:01308dee3da50be2f9a76bf071828a8bba10e16f4f9228dbc8ae72e889e715f5

Observation 435953ee-ee47-4146-8a1a-0413413c0f02 · outbound

This paper cites Real-Time Motion Blur Using Multi-Layer Motion Vectors.

Efficient Transformer for High Resolution Image Motion Deblurring Real-Time Motion Blur Using Multi-Layer Motion Vectors

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.250611Z

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=2026-08-09T23:38:40.278130Z digest=sha256:5289b075b433b639fc25dc57acb8d206926d3d9aaaaf05e2b045a2b7331ee3e6

Observation 0e18fceb-8858-4236-a7a1-a8438208b15a · outbound

This paper cites Decoupled Weight Decay Regularization.

Efficient Transformer for High Resolution Image Motion Deblurring Decoupled Weight Decay Regularization

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.282627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.282627Z digest=sha256:2fc4fc0051eedb177fa76b81a7de467c1010f8b234656d2ff8f1e6b268cba433

Observation 9893b291-8b3b-4034-8b38-d3c0c50c775f · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

Efficient Transformer for High Resolution Image Motion Deblurring SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.286936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.286936Z digest=sha256:2c03bb266504d8c6060d55046cddd7c8dda398ef777dd98859dd295b7395642c

Observation 36498e7c-56c2-4af7-a3ef-38d298422701 · outbound

This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.

Efficient Transformer for High Resolution Image Motion Deblurring Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.239443Z

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=2026-08-09T23:38:40.291806Z digest=sha256:9dcaeb6ea4f00d3b69a299104776a47c899a52254fe187dd6d00aab605d7cd78

Observation 6db1b4ff-8c77-4045-aef0-491ff1b1b2f3 · outbound

This paper cites Real- World Blur Dataset for Learning and Benchmarking Deblurring Al- gorithms.

Efficient Transformer for High Resolution Image Motion Deblurring Real- World Blur Dataset for Learning and Benchmarking Deblurring Al- gorithms

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.228126Z

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=2026-08-09T23:38:40.296696Z digest=sha256:4da274370cdba1d705dab12f62175b321ef79aa05b57ae8bdffbd0aa7669279b

Observation 1626386c-ebb1-49a4-889d-0af558905816 · outbound

This paper cites U-Net: Convolutional Networks for Biomedical Image Segmentation.

Efficient Transformer for High Resolution Image Motion Deblurring U-Net: Convolutional Networks for Biomedical Image Segmentation

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.300803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.300803Z digest=sha256:c971d4153cf0ffab12011c35248cc1e6300e866aa2ef612138918dda130a7277

Observation c4505b7b-2481-491e-bae6-7523adcf0fdf · outbound

This paper cites Color-Sensitivity-Based Combined PSNR for Objective Video Quality Assessment.

Efficient Transformer for High Resolution Image Motion Deblurring Color-Sensitivity-Based Combined PSNR for Objective Video Quality Assessment

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.216279Z

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=2026-08-09T23:38:40.305591Z digest=sha256:e9d3c43882cdb85364f06a096bea752f4e89d6409600647a7f7e10b8709aff48

Observation 4b30cf20-9b30-4167-b121-119744799638 · outbound

This paper cites an unresolved cited work.

Efficient Transformer for High Resolution Image Motion Deblurring Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-09T23:38:41.202992Z

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=2026-08-09T23:38:40.309280Z digest=sha256:4c865621a14292889f889348f5ebd7b39cf03eabb55423647234614a28ee7ac1

Observation a212659e-9574-47ca-bf94-db2e88fe3764 · outbound

This paper cites Aitken, Rob Bishop, Daniel Rueckert, and Zehan Wang.

Efficient Transformer for High Resolution Image Motion Deblurring Aitken, Rob Bishop, Daniel Rueckert, and Zehan Wang

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.139998Z

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=2026-08-09T23:38:40.313524Z digest=sha256:d280540ef4c79da38b869dc0c52d0b58fb816b1297413319fe74a4c963150db5

Observation c8cdad3b-6bec-4621-afd0-7f0f98bbfd33 · outbound

This paper cites Stripformer: Strip transformer for fast image deblurring.

Efficient Transformer for High Resolution Image Motion Deblurring Stripformer: Strip transformer for fast image deblurring

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:41.033480Z

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=2026-08-09T23:38:40.317946Z digest=sha256:ccf4072d63852169009f2532418183f2d2e52979a26249e1e2621f1a9a072d56

Observation 2c390db3-4a3c-4af1-bf54-eb45fd0a1fc7 · outbound

This paper cites Attention Is All You Need.

Efficient Transformer for High Resolution Image Motion Deblurring Attention Is All You Need

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.322354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.322354Z digest=sha256:22f7449841dad1e0087d687dd21f45b14067b12af98f9e7dacf1ce63272a348e

Observation 4b190392-063b-47f2-a7fc-4322c6558ec0 · outbound

This paper cites Uformer: A General U-Shaped Transformer for Image Restoration.

Efficient Transformer for High Resolution Image Motion Deblurring Uformer: A General U-Shaped Transformer for Image Restoration

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:40.926240Z

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=2026-08-09T23:38:40.327167Z digest=sha256:e5689639d72f888ed168400fa72e1059b79b603458eaf7ccfbac6513bbd436af

Observation 64a44702-c3aa-4e24-ac50-44810efaa21c · outbound

This paper cites Bovik, H.R.

Efficient Transformer for High Resolution Image Motion Deblurring Bovik, H.R

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:40.882030Z

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=2026-08-09T23:38:40.331267Z digest=sha256:a9c4f8131a47789b36944f538e89f98d6e83576bd5305f8edaf34b9d1269df81

Observation a9ff2ace-90c3-4981-8df0-45e5f3dcfc5f · outbound

This paper cites an unresolved cited work.

Efficient Transformer for High Resolution Image Motion Deblurring Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-09T23:38:40.869765Z

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=2026-08-09T23:38:40.335972Z digest=sha256:0f1545dcab2528392670ddcb3c5b9fb86d0e0e3ea33b34c49a97c03c1825422f

Observation 53f9d50e-9c6a-4cce-844e-fd399501c7c4 · outbound

This paper cites Restormer: Efficient Transformer for High-Resolution Image Restoration.

Efficient Transformer for High Resolution Image Motion Deblurring Restormer: Efficient Transformer for High-Resolution Image Restoration

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.340262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.340262Z digest=sha256:7159fe0815e76c533bc790796fde56447f426765ff1f8570cf15afba140818d9

Observation 3ef7c15d-313b-48d2-ad4f-701ed6f66185 · outbound

This paper cites Multi-Stage Progressive Image Restoration.

Efficient Transformer for High Resolution Image Motion Deblurring Multi-Stage Progressive Image Restoration

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-09T23:38:40.689886Z

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=2026-08-09T23:38:40.346937Z digest=sha256:236a005c113bb79a4840bfc86e4c736730a741666947d96ac28de42827ce6208

Observation 563ba0db-a883-49e4-8915-9af4d5579332 · outbound

This paper cites Deep Image Deblurring: A Survey.

Efficient Transformer for High Resolution Image Motion Deblurring Deep Image Deblurring: A Survey

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-09T23:38:40.601435Z

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=2026-08-09T23:38:40.355843Z digest=sha256:16cafd0d202cb4b53a20bcc828d8bbe6b908739f684d4e57dc9db24c1e6ea11f

Observation 55e1ed4d-145d-4b94-b6b2-b096c2974295 · outbound

This paper cites MC- Blur: A Comprehensive Benchmark for Image Deblurring, September.

Efficient Transformer for High Resolution Image Motion Deblurring MC- Blur: A Comprehensive Benchmark for Image Deblurring, September

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:40.856158Z

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=2026-08-09T23:38:40.379110Z digest=sha256:049903e04554610e22efa3e1ef0a1fb47b8fea5bb8d5d1d72e144e25626c596d

Observation 8d84a14e-b18a-4359-98be-e3aa8e60a99c · outbound

This paper cites The Unreasonable Effectiveness of Deep Features as a Perceptual Metric.

Efficient Transformer for High Resolution Image Motion Deblurring The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.411478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.411478Z digest=sha256:505cd161d97b8267ef4ef2de841f4d14c7d08b8a939b1fc15551a80b651aaf9e

Observation 89b91465-ec81-4e73-8c4e-49963d30fe48 · outbound

This paper cites United defocus blur detection and deblurring via adversarial promoting learning.

Efficient Transformer for High Resolution Image Motion Deblurring United defocus blur detection and deblurring via adversarial promoting learning

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T23:38:40.842115Z

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=2026-08-09T23:38:40.450167Z digest=sha256:df98e072c5ff2220d6e41bf4ea0bf6a90816de4880531e215c3a3050b4e9476c

Observation 4700365e-3710-429a-ad46-b6d4b82adce4 · outbound

This paper cites Ultra-High-Definition Image Deblurring via Multi-scale Cubic-Mixer.

Efficient Transformer for High Resolution Image Motion Deblurring Ultra-High-Definition Image Deblurring via Multi-scale Cubic-Mixer

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-09T23:38:40.474640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T23:38:40.474640Z digest=sha256:bbcbc0e5046f08424d47ce06143ecc680bb1884fcfb9dfd880160c2bd2768f3a

Pith citing papers

No inbound Pith citation observations are available.