Paper Citation Record · LEDGER

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring

As of 13 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.15808.

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

pith.paper-citation-record.v1
2501.15808 v2

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:59:12.666050Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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

39 of 39 outbound references displayed

verified exact2
verified fuzzy27
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3fe19cb1-5c35-4cfa-866e-22c62b19f808 · outbound

This paper cites A hybrid ann-snn architecture for low- power and low-latency visual perception.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring A hybrid ann-snn architecture for low- power and low-latency visual perception

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.324471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5dd83dc7-2151-4ef4-9e1c-abe596842c24 · outbound

This paper cites Non-uniform blind deblurring by reblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Non-uniform blind deblurring by reblurring

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.308099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2804dfb7-8404-438e-9032-9b01eab75287 · outbound

This paper cites Spiking neural networks hardware implemen- tations and challenges: A survey.ACM Journal on Emerg- ing Technologies in Computing Systems (JETC), 15(2):1–35, 2019.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Spiking neural networks hardware implemen- tations and challenges: A survey.ACM Journal on Emerg- ing Technologies in Computing Systems (JETC), 15(2):1–35, 2019

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.290851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 99d52666-8dd7-4573-95ed-5c0ff4c82bda · outbound

This paper cites A 240×180 130 db 3µs latency global shutter spatiotemporal vision sensor.IEEE Journal of Solid-State Circuits, 49(10):2333–2341, 2014.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring A 240×180 130 db 3µs latency global shutter spatiotemporal vision sensor.IEEE Journal of Solid-State Circuits, 49(10):2333–2341, 2014

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.492294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36b4844-6cd7-44cb-806e-2ba53c8a330b · outbound

This paper cites Event-driven video restoration with spiking- convolutional architecture.IEEE Transactions on Neural Networks and Learning Systems, 2023.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-driven video restoration with spiking- convolutional architecture.IEEE Transactions on Neural Networks and Learning Systems, 2023

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.263606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6624e2b9-4bba-43ac-a67f-05798f61f48d · outbound

This paper cites Motion deblur by learning residual from events.IEEE Transactions on Multimedia, 2024.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Motion deblur by learning residual from events.IEEE Transactions on Multimedia, 2024

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.246899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 577b7c73-9308-4799-98e9-201ad89fb003 · outbound

This paper cites Simple baselines for image restoration.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Simple baselines for image restoration

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.229856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f6ea627a-c808-4708-9bd3-8bb11f479d79 · outbound

This paper cites Hinet: Half instance normalization network for image restoration.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Hinet: Half instance normalization network for image restoration

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.512615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea3a34d8-edce-41a9-83fb-f9060d82e1c9 · outbound

This paper cites Rethinking coarse-to-fine approach in sin- gle image deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Rethinking coarse-to-fine approach in sin- gle image deblurring

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.202377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8b20f9cb-5036-4755-9243-8d0e436e8391 · outbound

This paper cites Deep residual learning in spiking neural networks.Advances in Neural Information Processing Systems, 34:21056–21069, 2021.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Deep residual learning in spiking neural networks.Advances in Neural Information Processing Systems, 34:21056–21069, 2021

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.185662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a3c98024-f81d-49ac-8a2c-c630655146d4 · outbound

This paper cites Self-supervised non-uniform kernel estimation with flow-based motion prior for blind im- age deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Self-supervised non-uniform kernel estimation with flow-based motion prior for blind im- age deblurring

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.168970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 78568164-48b6-4c6e-8df6-c79a3561eb64 · outbound

This paper cites Removing camera shake from a sin- gle photograph.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Removing camera shake from a sin- gle photograph

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.531811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e54edba-bfdd-4f58-b3fd-eda6d9ce1a7b · outbound

This paper cites Event-driven heteroge- neous network for video deraining.International Journal of Computer Vision, pages 1–21, 2024.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-driven heteroge- neous network for video deraining.International Journal of Computer Vision, pages 1–21, 2024

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.141528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6f566a5b-41a3-4f73-8abd-478172c3d5a0 · outbound

This paper cites Event-based vision: A survey.IEEE transactions on pattern analysis and machine intelligence, 44(1):154–180, 2020.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-based vision: A survey.IEEE transactions on pattern analysis and machine intelligence, 44(1):154–180, 2020

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.541195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ac67643-85b8-4d48-bb06-105a9e25c11f · outbound

This paper cites Clif: Com- plementary leaky integrate-and-fire neuron for spiking neu- ral networks.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Clif: Com- plementary leaky integrate-and-fire neuron for spiking neu- ral networks

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.113775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e9abdd0e-9d79-41cf-8da5-8deff06478f9 · outbound

This paper cites Visual attention: in- sights from brain imaging.Nature reviews neuroscience, 1(2):91–100, 2000.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Visual attention: in- sights from brain imaging.Nature reviews neuroscience, 1(2):91–100, 2000

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.096587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7ca5b667-7470-48e0-bd37-102686f38a2a · outbound

This paper cites Adam: A Method for Stochastic Optimization.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Adam: A Method for Stochastic Optimization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.555228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b8665cb-9a17-4d11-a454-88d4f105890e · outbound

This paper cites Learning degradation rep- resentations for image deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Learning degradation rep- resentations for image deblurring

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.078596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 6c1f2fe4-ed0e-41f5-b546-cdee46d3cb17 · outbound

This paper cites Real-world deep local motion deblur- ring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Real-world deep local motion deblur- ring

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.060860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation c5982c0c-3b61-4e1a-8229-7bc9c74a4816 · outbound

This paper cites Adaptive window prun- ing for efficient local motion deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Adaptive window prun- ing for efficient local motion deblurring

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.043143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 37cc7b4a-fc53-43df-bcd0-5a72f989491e · outbound

This paper cites Image de-occlusion via event-enhanced multi-modal fusion hybrid network.Ma- chine Intelligence Research, 19(4):307–318, 2022.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Image de-occlusion via event-enhanced multi-modal fusion hybrid network.Ma- chine Intelligence Research, 19(4):307–318, 2022

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.026924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8c3422e4-2024-4cba-a429-bfd9850110fb · outbound

This paper cites Event-based Motion Deblurring via Multi-Temporal Granularity Fusion.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-based Motion Deblurring via Multi-Temporal Granularity Fusion

Reference 22

Resolution: verified exact; local_arxiv, observed 2026-08-10T13:59:12.758618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4868faf-2509-4b17-8ec7-79a3e82af942 · outbound

This paper cites Motion-oriented hy- brid spiking neural networks for event-based motion deblur- ring.IEEE Transactions on Circuits and Systems for Video Technology, 2023.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Motion-oriented hy- brid spiking neural networks for event-based motion deblur- ring.IEEE Transactions on Circuits and Systems for Video Technology, 2023

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:13.008412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2467a577-0fe2-4964-a98d-796bbaa63a68 · outbound

This paper cites Bringing a blurry frame alive at high frame-rate with an event camera.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Bringing a blurry frame alive at high frame-rate with an event camera

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.990986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 257dfe2d-96b1-4cfb-b3ee-d358ca35afcd · outbound

This paper cites SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognition.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring SpikePoint: An Efficient Point-based Spiking Neural Network for Event Cameras Action Recognition

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.595244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 311055be-e4ad-49ac-9f91-f39c5e6defef · outbound

This paper cites Learning A Spiking Neural Network for Efficient Image Deraining.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Learning A Spiking Neural Network for Efficient Image Deraining

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-10T13:59:12.716052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7f462976-7baf-4659-8707-3bcdb4356554 · outbound

This paper cites Event-based fusion for motion deblurring with cross- modal attention.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-based fusion for motion deblurring with cross- modal attention

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.605682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a7c6d29-b149-434c-a735-8a1097db18a9 · outbound

This paper cites Motion aware event representation-driven image deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Motion aware event representation-driven image deblurring

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.962241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3cf7f039-304e-42ff-bb48-2ba3bcef1aef · outbound

This paper cites Scale-recurrent network for deep image deblurring.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Scale-recurrent network for deep image deblurring

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.615859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39d77be1-a6a2-4ed1-a9ef-146250a399be · outbound

This paper cites General- ized leaky integrate-and-fire models classify multiple neuron types.Nature communications, 9(1):709, 2018.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring General- ized leaky integrate-and-fire models classify multiple neuron types.Nature communications, 9(1):709, 2018

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.935020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d56af55d-259c-44c6-9183-838be90e0041 · outbound

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

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Stripformer: Strip transformer for fast image deblurring

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.917796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7c87503a-0a41-4b40-89fa-4d7f2e361843 · outbound

This paper cites Event enhanced high-quality image recovery.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event enhanced high-quality image recovery

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.898976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f4159800-5ffb-4284-a624-ca0ea27a5b52 · outbound

This paper cites Spatio-temporal backpropagation for training high- performance spiking neural networks.Frontiers in neuro- science, 12:331, 2018.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Spatio-temporal backpropagation for training high- performance spiking neural networks.Frontiers in neuro- science, 12:331, 2018

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.882004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1c1f89a8-9459-4b69-9997-4a34b2a19d58 · outbound

This paper cites Event-based motion deblurring with modality-aware decomposition and recomposition.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Event-based motion deblurring with modality-aware decomposition and recomposition

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.865487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 5a28dce5-56c6-48ef-8996-e34f9a223984 · outbound

This paper cites Learning for motion deblurring with hybrid frames and events.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Learning for motion deblurring with hybrid frames and events

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.848549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e035427c-a5f4-4b43-b92f-4140a88c5124 · outbound

This paper cites Motion deblurring via spatial-temporal collaboration of frames and events.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Motion deblurring via spatial-temporal collaboration of frames and events

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.830962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94422063-d3c9-4c1c-ab0d-073a40b3930f · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Restormer: Efficient transformer for high-resolution image restoration

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.656476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2072a618-aaea-4807-bbcd-ef0facf48084 · outbound

This paper cites Unifying motion deblurring and frame interpolation with events.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Unifying motion deblurring and frame interpolation with events

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:59:12.803394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation cbdb27a4-62a1-4cd1-bc3d-ae3713559b57 · outbound

This paper cites Generalizing event-based motion deblurring in real-world scenarios.

ClearSight: Human Vision-Inspired Solutions for Event-Based Motion Deblurring Generalizing event-based motion deblurring in real-world scenarios

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T13:59:12.666050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.