Paper Citation Record · LEDGER

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal

As of 8 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 1 inbound Pith citation observation for arXiv:2506.05489.

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

pith.paper-citation-record.v1
2506.05489 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:26:37.173171Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:26:34.611305Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-07T10:26:37.273342Z

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy31
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 137f369e-b8dd-4ab6-85a9-3b12297164b8 · outbound

This paper cites F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-07T10:26:37.386845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0bcbf152-41d1-4c5c-9c97-96a333232fe1 · outbound

This paper cites ghosting.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal ghosting

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:42.192966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b9af004-df5e-4ef1-a5d4-f2d00510c822 · outbound

This paper cites an unresolved cited work.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T10:26:42.183858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a64314cd-2865-4731-b516-54baba5069bd · outbound

This paper cites Implementation details Our framework is implemented with the PyTorch plat- form.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Implementation details Our framework is implemented with the PyTorch plat- form

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:42.173477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f5650b84-f29b-4832-bf9e-067f717331cf · outbound

This paper cites By integrating two key innova- tions, we demonstrate significant improvements in reflection removal performance.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal By integrating two key innova- tions, we demonstrate significant improvements in reflection removal performance

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:42.164021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b6fb3d15-f1a2-4ead-9cf0-b8047a75eca3 · outbound

This paper cites Simple baselines for image restoration,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Simple baselines for image restoration,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T10:26:34.968849Z

Source-reported events for the cited work

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Observation 7d9865a7-92b3-46b8-8fef-d56f28ccc2a1 · outbound

This paper cites Fast fourier convolution,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Fast fourier convolution,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:42.073247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 51807d0f-cb3d-4a1d-bc58-e4de14e20765 · outbound

This paper cites Learned dual-view reflection removal,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Learned dual-view reflection removal,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:41.831347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 36904983-cbce-42ed-b73c-0aedc80eab59 · outbound

This paper cites Polarized reflection removal with perfect alignment in the wild,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Polarized reflection removal with perfect alignment in the wild,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:41.622663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 58412aaa-029d-4e1d-9175-deeac075e33f · outbound

This paper cites Robust reflection removal with flash-only cues in the wild,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Robust reflection removal with flash-only cues in the wild,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:41.379892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5505cad2-bae5-4014-a27f-2f6197a7b0f0 · outbound

This paper cites Openrr-1k: A scalable dataset for real-world reflection removal,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Openrr-1k: A scalable dataset for real-world reflection removal,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T10:26:35.319885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6202f36-92d1-4aa5-a217-dd82519ae588 · outbound

This paper cites Ntire 2025 challenge on single image reflection removal in the wild: Datasets, methods and results,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Ntire 2025 challenge on single image reflection removal in the wild: Datasets, methods and results,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T10:26:35.440454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0a8745d-4ec6-49fd-9332-0d172a9915c0 · outbound

This paper cites Survey on single-image reflection removal using deep learn- ing techniques,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Survey on single-image reflection removal using deep learn- ing techniques,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:41.167208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 319a3415-adbb-4a58-a0d6-1d544ced297c · outbound

This paper cites Openrr-5k: A large-scale benchmark for reflection removal in the wild,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Openrr-5k: A large-scale benchmark for reflection removal in the wild,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T10:26:35.568629Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a1389170-f684-4033-b4cf-a6fe5e620dff · outbound

This paper cites Degradation-aware image enhancement via vision- language classification,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Degradation-aware image enhancement via vision- language classification,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.888338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78b83578-6b1f-4265-a273-7ffcf9081971 · outbound

This paper cites Location-aware single image reflection removal,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Location-aware single image reflection removal,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.636720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b4bd93e9-5f85-4fc4-ac31-11ff02b754c2 · outbound

This paper cites Robust single image reflection removal against adver- sarial attacks,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Robust single image reflection removal against adver- sarial attacks,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.479933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4289a682-4765-44d8-8ac1-1cf01d9071c8 · outbound

This paper cites Two-stage single image reflection removal with reflection-aware guid- ance,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Two-stage single image reflection removal with reflection-aware guid- ance,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.379983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 03086f7b-7759-4a34-b990-50a3ff669575 · outbound

This paper cites Single image reflection separation via component synergy,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single image reflection separation via component synergy,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.298649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9df326e2-45ed-4f75-99e1-ed8977ff78dc · outbound

This paper cites Revisiting single image reflection removal in the wild,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Revisiting single image reflection removal in the wild,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.146236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3e0db0b1-feed-4aad-83f4-5da049ae2acf · outbound

This paper cites Language- guided image reflection separation,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Language- guided image reflection separation,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:40.027550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 270b7be9-8374-4e46-b8ed-c5ea50c4f530 · outbound

This paper cites V-desirr: Very fast deep embedded single image reflection re- moval,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal V-desirr: Very fast deep embedded single image reflection re- moval,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.792245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 28ecab37-3284-4d07-b714-794e9a07ce3f · outbound

This paper cites Trash or treasure? an interactive dual-stream strategy for single image reflection separation,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Trash or treasure? an interactive dual-stream strategy for single image reflection separation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.656393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 40b000d5-e3b6-42be-84bd-b7dde24e6be4 · outbound

This paper cites Hit-sr: Hierarchical transformer for efficient image super-resolution,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Hit-sr: Hierarchical transformer for efficient image super-resolution,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.514962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2715fa8-fe01-445a-80ea-b303266485db · outbound

This paper cites When fast fourier transform meets transformer for image restoration,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal When fast fourier transform meets transformer for image restoration,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.379725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14d8102f-f810-4c3d-9ea2-3a3f4da948dd · outbound

This paper cites Attention is all you need,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Attention is all you need,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.206074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ff2d6673-8565-4409-8355-12a957735546 · outbound

This paper cites Swinir: Image restoration using swin transformer,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Swinir: Image restoration using swin transformer,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:39.097374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 77ccaad9-c874-4a21-8311-16efcbded18e · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.879678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 18a56f99-ff7b-473d-b8c8-5cc096d00559 · outbound

This paper cites Seeing deeply and bidirectionally: A deep learning approach for single image re- flection removal,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Seeing deeply and bidirectionally: A deep learning approach for single image re- flection removal,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.754480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 43fba21c-900b-4c4e-aa88-111669d8d21d · outbound

This paper cites Single image reflection removal beyond linearity,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single image reflection removal beyond linearity,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.554876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 766985da-4040-4d8c-8f77-b1ee72b8b926 · outbound

This paper cites Single im- age reflection removal exploiting misaligned training data and network enhancements,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single im- age reflection removal exploiting misaligned training data and network enhancements,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.371365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 57235e53-9048-4943-8fb5-b4665a8f9a16 · outbound

This paper cites Single image reflection re- moval with physically-based training images,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single image reflection re- moval with physically-based training images,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.265140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5b04402e-e836-4f50-bb25-56dcb805d4f2 · outbound

This paper cites Single image reflection removal through cascaded refinement,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single image reflection removal through cascaded refinement,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:38.149387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e46b266-3385-4331-901a-20983d67178b · outbound

This paper cites Personalized single image reflection removal network through adaptive cascade re- finement,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Personalized single image reflection removal network through adaptive cascade re- finement,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:37.999841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e3a69e7-0279-4dd8-8d6e-c2d38eccc876 · outbound

This paper cites Single image reflection sepa- ration with perceptual losses,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Single image reflection sepa- ration with perceptual losses,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:37.893523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 76efb191-d697-4845-b959-8748a474d0d9 · outbound

This paper cites The pascal visual object classes (voc) chal- lenge,.

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal The pascal visual object classes (voc) chal- lenge,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:37.725682Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9cde59bc-a083-4296-aaee-031809fe5311 · outbound

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

F2T2-HiT: A U-Shaped FFT Transformer and Hierarchical Transformer for Reflection Removal Restormer: Efficient transformer for high- resolution image restoration,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:26:37.586472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation 137f369e-b8dd-4ab6-85a9-3b12297164b8 · inbound