Paper Citation Record · LEDGER

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection

As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 3 inbound Pith citation observations for arXiv:2412.11807.

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

pith.paper-citation-record.v1
2412.11807 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:38:13.962389Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T06:04:38.187004Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:51:24.765735Z

Reference resolution

43 of 43 outbound references displayed

verified exact0
verified fuzzy8
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fac1965d-1067-43ea-9395-8f16fab3df7b · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.247758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation db282252-fa42-47cd-851c-41fd6afcff19 · outbound

This paper cites T.; Kim, S.; and Choo, J.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection T.; Kim, S.; and Choo, J

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.239508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 90411fad-20ec-4c36-aaa8-675751ca3563 · outbound

This paper cites S.; Khan, M.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection S.; Khan, M

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.232296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4debfff9-c8f7-4c61-bbaa-b40f925d26fd · outbound

This paper cites Improved Regularization of Convolutional Neural Networks with Cutout.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Improved Regularization of Convolutional Neural Networks with Cutout

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.862625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e76013f7-f5a4-4944-8784-198c6a7d6da3 · outbound

This paper cites ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.865845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e4794ca-828b-44ac-a9db-a176a2c955db · outbound

This paper cites A.; Muhammad, K.; and Minaee, S.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection A.; Muhammad, K.; and Minaee, S

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.225180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3023bc69-3aec-4f13-a0ff-9a7b43f9fd3d · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.872465Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f94a5e21-d4f8-49c3-9e7f-f309637fb4b7 · outbound

This paper cites AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.875108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b883cc63-3bbc-400a-b942-2d44ea5418e5 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.214563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation aa1fc369-9706-4023-8db4-3bde0f5d4462 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.880521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eff8dd90-e987-4eb4-ba46-bab1d80a78a3 · outbound

This paper cites H.; and McCann, J.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection H.; and McCann, J

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.203647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 47a2ab2e-0e64-45cf-b075-1f09f5b558a4 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.885564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34ce5400-b12c-492c-9a2d-9efdb3535c13 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.192946Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation da05994c-b674-47d0-9b38-fbe34d199d38 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.890646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb5893d1-5c16-4797-8f53-51d7218c2e0d · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.182227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c20ab0f2-eb41-400e-a14b-6a5350c9423f · outbound

This paper cites Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.895667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 771cce9a-2d86-49fa-96e2-77523422c2d9 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.898569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d3c12a8-7ae4-4250-8c08-53c369affec0 · outbound

This paper cites K.; and Narasimhan, S.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection K.; and Narasimhan, S

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.171703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 43d92c7a-d2d5-48e3-aa4c-12849f1302ad · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.164365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bec6a1ae-cc0e-4db1-a3ad-8a0455bb4a5c · outbound

This paper cites SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection SRCD: Semantic Reasoning with Compound Domains for Single-Domain Generalized Object Detection

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.906021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b504baa-6e15-42e5-9d33-038ac1631046 · outbound

This paper cites A.; Stimberg, F.; Wiles, O.; and Mann, T.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection A.; Stimberg, F.; Wiles, O.; and Mann, T

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.156822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 02de7de5-5f14-4a64-8608-bf9b04d221ee · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.910698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f3270e6-4057-40f2-8f63-33f45ae2b267 · outbound

This paper cites YOLOv3: An Incremental Improvement.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection YOLOv3: An Incremental Improvement

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.912921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a92cd28-c836-409f-9a82-f34d7ed79be7 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.915411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46b88fc3-ece9-49c7-86af-26d40e314df3 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.917484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2702801-f29b-4044-8403-8de704a5c5a1 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.920006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3faae86b-a8a8-4b1f-81c3-fdab43428463 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.132864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 32d89c3e-f657-45bf-ac2a-91196461dc40 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.124145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 29d90c7f-4332-4b87-bc22-7dca716b11d8 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.116477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 17682659-6d71-4a8b-b6b8-6b888a092406 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.108761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 9569dd7c-2ed0-483c-acfa-0b3028f1fc5f · outbound

This paper cites E.; Liu, B.; Yu, F.; Wang, X.; Gonzalez, J.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection E.; Liu, B.; Yu, F.; Wang, X.; Gonzalez, J

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.100927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 983102f5-619c-4b71-aaa9-82ed251d1074 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.093832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1a5eb5af-3e06-429b-a36c-51ea90116990 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.936850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b1167ae-f438-4e6c-86c7-338303de8783 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.083147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 89c03ba3-4466-4596-a602-dcf1bb8dcf7c · outbound

This paper cites D.; and Gilmer, J.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection D.; and Gilmer, J

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.941180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5c62396-700c-4956-965f-ed66adfae572 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.072690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 11132860-d89a-4403-9c04-91e8d057fe8a · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection mixup: Beyond Empirical Risk Minimization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T14:38:13.946505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7626b3f-7fb6-4cb8-bf70-339fbba2dfdc · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.065578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation fe4213a5-1452-47ac-b139-d458c9245796 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.057444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5961dbcf-eed2-41ab-9a49-343144d9a6ab · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.050012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 576cbe11-659c-46b9-92fb-89d77dd63222 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.042459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation f2e66ac2-638d-47c7-97e5-000d5b5967bc · outbound

This paper cites D.; Ghiasi, G.; Lin, T.-Y.; Shlens, J.; and Le, Q.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection D.; Ghiasi, G.; Lin, T.-Y.; Shlens, J.; and Le, Q

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:38:14.034570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 86bd098f-67bf-4df2-9979-e37eb8aed714 · outbound

This paper cites an unresolved cited work.

PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:38:14.026751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Pith citing papers

Observation 2928f634-6191-4bd1-9b89-f549e639998a · inbound

Boosting Single-domain Generalized Object Detection via Vision-Language Knowledge Interaction cites this paper.

Boosting Single-domain Generalized Object Detection via Vision-Language Knowledge Interaction PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T06:04:38.187004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfc38c7d-9a43-48a5-8b15-ed94f84a9038 · inbound

Boosting Domain Generalized and Adaptive Detection with Diffusion Models: Fitness, Generalization, and Transferability cites this paper.

Boosting Domain Generalized and Adaptive Detection with Diffusion Models: Fitness, Generalization, and Transferability PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-06T22:43:41.875843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba20dd68-14be-40ae-933e-b98331054968 · inbound

Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization cites this paper.

Bridge: Basis-Driven Causal Inference Marries VFMs for Domain Generalization PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object Detection

Reference 74

Resolution: verified exact; arxiv_id, observed 2026-05-12T08:51:24.768460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.