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Paper Citation Record · LEDGER

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search

As of 19 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2505.06694.

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

pith.paper-citation-record.v1
2505.06694 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:44:12.883929Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

50 of 50 outbound references displayed

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  • verified fuzzy40
  • unresolved10
  • parse uncertain0
  • malformed identifier0
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External citation measurements

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Outbound references

Observation a4e734b9-5600-4052-93b1-e7194640e656 · outbound

This paper cites Yolov3-dpfin: A dual-path feature fusion neural network for robust real-time sonar target de- tection.IEEE Sensors Journal, 20(7):3745–3756, 2019.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Yolov3-dpfin: A dual-path feature fusion neural network for robust real-time sonar target de- tection.IEEE Sensors Journal, 20(7):3745–3756, 2019

Reference 1

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Source-reported events for the cited work

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Observation b0d15bd9-4ae9-4394-ae88-b3b3228259ac · outbound

This paper cites Side-scan sonar image segmentation based on multi-channel fusion convolution neural networks.IEEE Sensors Journal, 22(6):5911– 5928, 2022.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Side-scan sonar image segmentation based on multi-channel fusion convolution neural networks.IEEE Sensors Journal, 22(6):5911– 5928, 2022

Reference 2

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Observation b2e9aeab-ee19-4927-8a80-d0acc964e4db · outbound

This paper cites an unresolved cited work.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Unresolved cited work

Reference 3

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b85a97cb-d86b-49da-ab09-f4529ab6c3d7 · outbound

This paper cites Speckle noise reduction in sonar image based on adaptive redundant dictionary.Journal of marine science and engineering, 8(10):761, 2020.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Speckle noise reduction in sonar image based on adaptive redundant dictionary.Journal of marine science and engineering, 8(10):761, 2020

Reference 4

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 6b07bb89-335d-401a-ba83-5b937d7148b9 · outbound

This paper cites Object detection in sonar images.Electronics, 9(7):1180, 2020.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Object detection in sonar images.Electronics, 9(7):1180, 2020

Reference 5

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Source-reported events for the cited work

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Observation 7e334849-f41c-44be-983f-10ccc12a4ea9 · outbound

This paper cites Deep learning algorithms for sonar imagery analysis and its application in aquaculture: A review.IEEE Sensors Journal, 23(23):28549–28563, 2023.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Deep learning algorithms for sonar imagery analysis and its application in aquaculture: A review.IEEE Sensors Journal, 23(23):28549–28563, 2023

Reference 6

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b7067fcb-476a-4012-b425-ccc2a0f5f851 · outbound

This paper cites Fast target detection in synthetic aperture sonar imagery: A new algorithm and large-scale performance analysis.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Fast target detection in synthetic aperture sonar imagery: A new algorithm and large-scale performance analysis

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 363d976b-c338-4508-8569-4f022fa7dfca · outbound

This paper cites Automatic detection of underwater chain links using a forward-looking sonar.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Automatic detection of underwater chain links using a forward-looking sonar

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 17c86393-655c-4abd-81b9-6b330491894d · outbound

This paper cites Salient object detection: from pixels to segments.Image and Vision Computing, 31(1):31–42, 2013.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Salient object detection: from pixels to segments.Image and Vision Computing, 31(1):31–42, 2013

Reference 9

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 0c31b3b9-5a37-458a-8fcb-cdbfeaa47efd · outbound

This paper cites Small target detection method based on low-rank sparse matrix factoriza- tion for side-scan sonar images.Remote Sensing, 15(8):2054, 2023.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Small target detection method based on low-rank sparse matrix factoriza- tion for side-scan sonar images.Remote Sensing, 15(8):2054, 2023

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 9e9d28e7-df98-4461-9679-4eb258b97814 · outbound

This paper cites A fast physics-based, en- vironmentally adaptive underwater object detection algorithm.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search A fast physics-based, en- vironmentally adaptive underwater object detection algorithm

Reference 11

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation ffad59bd-dcb0-4723-81f7-97189fbc933a · outbound

This paper cites Robust sonar- based underwater object recognition against angle-of-view varia- tion.IEEE Sensors Journal, 16(4):1013–1025, 2015.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Robust sonar- based underwater object recognition against angle-of-view varia- tion.IEEE Sensors Journal, 16(4):1013–1025, 2015

Reference 12

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Observation f1a67347-9a13-4ee6-8fba-ac770197541f · outbound

This paper cites Semisupervised lo- cal fusion approach for mine detection in sonar data.International Journal of Intelligent Systems, 30(11):1161–1183, 2015.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Semisupervised lo- cal fusion approach for mine detection in sonar data.International Journal of Intelligent Systems, 30(11):1161–1183, 2015

Reference 13

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 09eaaee5-2fbc-4982-8aa9-0e1531824385 · outbound

This paper cites Enhanced fuzzy-based local informa- tion algorithm for sonar image segmentation.IEEE transactions on image processing, 29:445–460, 2019.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Enhanced fuzzy-based local informa- tion algorithm for sonar image segmentation.IEEE transactions on image processing, 29:445–460, 2019

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 3d9bf846-1596-4341-b44c-c8aca4d82c3a · outbound

This paper cites Profile fitting-based small target de- tection in water for side-scan sonar image.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Profile fitting-based small target de- tection in water for side-scan sonar image

Reference 15

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 63132478-3b9d-4731-9e2c-2e7c770f219b · outbound

This paper cites Multi-object detection and tracking, based on dnn, for autonomous vehicles: A review.IEEE Sensors Journal, 21(5):5668–5677,.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Multi-object detection and tracking, based on dnn, for autonomous vehicles: A review.IEEE Sensors Journal, 21(5):5668–5677,

Reference 16

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 1d16e401-a6b6-4084-9d2c-a7e070a23853 · outbound

This paper cites Improvement of road instance segmentation algorithm based on the modified mask r-cnn.Electronics, 12(22):4699, 2023.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Improvement of road instance segmentation algorithm based on the modified mask r-cnn.Electronics, 12(22):4699, 2023

Reference 17

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation adb09bef-8a85-430f-9237-a85412c0dc75 · outbound

This paper cites Yolo-sgc: A dangerous driving behavior detection method with multiscale spatial-channel feature aggregation.IEEE Sensors Journal, 2024.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Yolo-sgc: A dangerous driving behavior detection method with multiscale spatial-channel feature aggregation.IEEE Sensors Journal, 2024

Reference 18

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation f33d185e-6eb9-4e83-9efa-e698385f6f63 · outbound

This paper cites Yolo-mrs: An efficient deep learning- based maritime object detection method for unmanned surface ve- hicles.Applied Ocean Research, 153:104240, 2024.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Yolo-mrs: An efficient deep learning- based maritime object detection method for unmanned surface ve- hicles.Applied Ocean Research, 153:104240, 2024

Reference 19

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 2e050ae6-45d6-4565-a0ca-41d2c913ec94 · outbound

This paper cites YOLOv3: An Incremental Improvement.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search YOLOv3: An Incremental Improvement

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation b95e49c6-e415-4df5-9b51-be3e20a2bf34 · outbound

This paper cites Real-time vehicle detection based on improved yolo v5.Sustainability, 14(19):12274, 2022.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Real-time vehicle detection based on improved yolo v5.Sustainability, 14(19):12274, 2022

Reference 21

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 9cf14ce2-edfb-4c87-8ec8-4ad8b96ad2d9 · outbound

This paper cites A review on yolov8 and its advancements.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search A review on yolov8 and its advancements

Reference 22

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 184396e2-358c-412c-b083-e1b6401a1bee · outbound

This paper cites YOLOv11: An Overview of the Key Architectural Enhancements.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search YOLOv11: An Overview of the Key Architectural Enhancements

Reference 23

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Unavailable: canonical work link unavailable.

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Observation c4a30e1e-a0b7-4a26-a75b-4101ada90574 · outbound

This paper cites Mlffnet: Multilevel feature fusion network for object de- tection in sonar images.IEEE Transactions on Geoscience and Remote Sensing, 60, 2022.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Mlffnet: Multilevel feature fusion network for object de- tection in sonar images.IEEE Transactions on Geoscience and Remote Sensing, 60, 2022

Reference 24

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation d2357f60-99b4-4269-8017-f7d2b63ff649 · outbound

This paper cites Multi-scale fusion and efficient feature extraction for en- hanced sonar image object detection.Expert Systems with Appli- cations, 256:124958, 2024.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Multi-scale fusion and efficient feature extraction for en- hanced sonar image object detection.Expert Systems with Appli- cations, 256:124958, 2024

Reference 25

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 8e43639e-8b2b-4048-b8fd-3909bb48f680 · outbound

This paper cites A review of underwater mine detection and clas- sification in sonar imagery.Electronics, 10(23):2943, 2021.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search A review of underwater mine detection and clas- sification in sonar imagery.Electronics, 10(23):2943, 2021

Reference 26

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 760770c7-b3fe-4d0d-83be-f5d0c4018aca · outbound

This paper cites Sonar im- age intelligent processing in seabed pipeline detection: review and application.Measurement Science and Technology, 35(4):045405,.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Sonar im- age intelligent processing in seabed pipeline detection: review and application.Measurement Science and Technology, 35(4):045405,

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 26a9d638-52ee-46c5-946c-38cee90d655b · outbound

This paper cites End-to-end object detection with transformers.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search End-to-end object detection with transformers

Reference 28

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Unavailable: canonical work link unavailable.

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Observation 1385e255-2350-45d1-93ec-b7f623982189 · outbound

This paper cites Teach-detr: Better training detr with teachers.IEEE Transactions on Pattern Analysis and Machine In- telligence, 45(12):15759–15771, 2023.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Teach-detr: Better training detr with teachers.IEEE Transactions on Pattern Analysis and Machine In- telligence, 45(12):15759–15771, 2023

Reference 31

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 6b88cbbb-c395-4fad-807e-a93a7af729a8 · outbound

This paper cites Dn-detr: Accelerate detr training by introducing query de- noising.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Dn-detr: Accelerate detr training by introducing query de- noising

Reference 32

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation eb5842d9-aa63-475f-aa02-004945a684e6 · outbound

This paper cites Efficient DETR: Improving End-to-End Object Detector with Dense Prior.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Efficient DETR: Improving End-to-End Object Detector with Dense Prior

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:44:12.818293Z digest=sha256:88074bef15ab99f17881c11285dcf9b0e1b2bb65d902d68b83199d26df4da402

Observation fff1c0e2-84c8-493e-b335-753031bd5139 · outbound

This paper cites Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity

Reference 34

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source=pdf_text observed=2026-08-15T22:44:12.821889Z digest=sha256:dc54410b62656a45bec2b97ec9c9e956c87d39b6120fe7705792f9053cd03f23

Observation 06d2b6ee-9449-4bd8-a3f2-a627e3c2db12 · outbound

This paper cites An- chor detr: Query design for transformer-based detector.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search An- chor detr: Query design for transformer-based detector

Reference 35

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raw_fallback, observed 2026-08-15T22:44:13.142739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.825485Z digest=sha256:adbc287a5d7300c46de8d0afcd5b198559698ae3fbabc4a5b8021e24de25df5a

Observation 94709662-ab4b-4555-8cfd-a9338085f591 · outbound

This paper cites A survey on evolutionary neural architecture search.IEEE transactions on neural networks and learning sys- tems, 34(2):550–570, 2021.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search A survey on evolutionary neural architecture search.IEEE transactions on neural networks and learning sys- tems, 34(2):550–570, 2021

Reference 36

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raw_fallback, observed 2026-08-15T22:44:13.129331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.828854Z digest=sha256:30f47280342dcce1bf2eece7af801e305762b55ed4c1c73967ae6ec2cf736abc

Observation 042d9fcc-0ccb-490e-85be-842132dd1f14 · outbound

This paper cites Nas-fcos: efficient search for object detection architectures.International Journal of Computer Vision, 129:3299–3312, 2021.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Nas-fcos: efficient search for object detection architectures.International Journal of Computer Vision, 129:3299–3312, 2021

Reference 37

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raw_fallback, observed 2026-08-15T22:44:13.116680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.832453Z digest=sha256:c684905bbfb2d3410ee334204e797ded1136d4230fdc75526582291e48703263

Observation 4915d0ae-5809-4eb6-bc47-0db605bedfaf · outbound

This paper cites Sm-nas: Structural-to-modular neural architecture search for object detection.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Sm-nas: Structural-to-modular neural architecture search for object detection

Reference 38

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raw_fallback, observed 2026-08-15T22:44:13.105436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.835591Z digest=sha256:89e9b1028b27873db61ea33dbcbbf58846770b8716aeaa065be16e31c8876241

Observation 3d6c52b5-b103-463d-81ec-c4cd4f613cb9 · outbound

This paper cites Au- todet: pyramid network architecture search for object detection.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Au- todet: pyramid network architecture search for object detection

Reference 39

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raw_fallback, observed 2026-08-15T22:44:13.094252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.838859Z digest=sha256:653d8daba108c2bbfd54d3b83764a086c6a9320496dc3031dc9971f3ca4b102e

Observation 2b69962a-04ee-49e8-8476-219486d8e3b0 · outbound

This paper cites Zen-nas: A zero-shot nas for high- performance image recognition.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Zen-nas: A zero-shot nas for high- performance image recognition

Reference 40

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raw_fallback, observed 2026-08-15T22:44:13.082696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.842017Z digest=sha256:d2cdc21be8de7e14580643ef50466a870c09edc4754c15cb66b1b0d715fa73ca

Observation cefb5bf4-2588-4b19-9ed6-86043b76d7c2 · outbound

This paper cites MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection

Reference 41

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source=pdf_text observed=2026-08-15T22:44:12.845303Z digest=sha256:56080ea0412e1fbe543f4eaaa051d861798e25474d0e10e2e505030ba99ddf04

Observation 3b9b9dab-8e14-429c-a2a7-5dad587ab877 · outbound

This paper cites Deepmad: Mathematical architecture design for deep convolutional neural network.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Deepmad: Mathematical architecture design for deep convolutional neural network

Reference 42

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raw_fallback, observed 2026-08-15T22:44:13.071129Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.848894Z digest=sha256:2885bbdd8dd706326be7ffef0214e8b4c75039b311904db3e2d280b61fde798e

Observation e7c4a654-707f-446e-9503-442d4afe778e · outbound

This paper cites Fast Convolutional Nets With fbfft: A GPU Performance Evaluation.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Fast Convolutional Nets With fbfft: A GPU Performance Evaluation

Reference 43

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source=pdf_text observed=2026-08-15T22:44:12.852244Z digest=sha256:66d9194d7398bff1e0877ed2ab87de9ac6ac98361050d1d7f3c1a891a63e4c8d

Observation 6d6c9fb4-00e7-4c12-9190-83e90924849c · outbound

This paper cites Cambridge University Press Cambridge, MA, USA, 2022.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Cambridge University Press Cambridge, MA, USA, 2022

Reference 44

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raw_fallback, observed 2026-08-15T22:44:13.060112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.855820Z digest=sha256:2aa00076d2afd11575b6cc45b937f0726b7f11c41c4062493ef6abd98350a4a0

Observation af48e267-3d7c-4c5c-a810-3eaa531183b6 · outbound

This paper cites Deformable DETR: Deformable Transformers for End-to-End Object Detection.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Deformable DETR: Deformable Transformers for End-to-End Object Detection

Reference 45

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source=pdf_text observed=2026-08-15T22:44:12.859641Z digest=sha256:c44213f7d763ba62a371c25ddd83f43e29821c1d4ac18007826609255515f43b

Observation d18db902-abf1-4a31-b2bc-f60f345e6781 · outbound

This paper cites Detrs beat yolos on real-time object detection.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Detrs beat yolos on real-time object detection

Reference 46

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raw_fallback, observed 2026-08-15T22:44:13.048439Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.863277Z digest=sha256:e4266d48a873b849a4205098191602e42d8beddaf174947a77e05439e9dd905b

Observation dd22570f-6387-4481-9ce5-2fe3b5ad00d2 · outbound

This paper cites End-to-end object detection with transformers.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search End-to-end object detection with transformers

Reference 47

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raw_fallback, observed 2026-08-15T22:44:13.035924Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.866526Z digest=sha256:a11e1b869622c4580326b99af84fb17c2109f1f45b0567455a23ca6bfec29ef8

Observation e5a47d2f-f742-4726-ab85-19862f3f6020 · outbound

This paper cites DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR

Reference 48

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source=pdf_text observed=2026-08-15T22:44:12.869939Z digest=sha256:a9677ec0794750c5f2d304c47528698c967a892aeaa63790c69f27b3a9993c33

Observation e24153cb-71be-4fbf-acf6-605af69f4a35 · outbound

This paper cites Dn-detr: Accelerate detr training by introducing query de- noising.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Dn-detr: Accelerate detr training by introducing query de- noising

Reference 49

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raw_fallback, observed 2026-08-15T22:44:13.024499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.873291Z digest=sha256:5e310352c1fd8d87b0d9fb58da943fdc2a31868705f6828d041163ee4b4d772c

Observation 1314b46c-380c-4f77-937c-497117448ded · outbound

This paper cites Dual spatial attention network for underwater object detec- tion with sonar imagery.IEEE Sensors Journal, 24(5):6998–7008,.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search Dual spatial attention network for underwater object detec- tion with sonar imagery.IEEE Sensors Journal, 24(5):6998–7008,

Reference 50

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raw_fallback, observed 2026-08-15T22:44:13.013811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.876659Z digest=sha256:c959475e71360e41805aacded183adf1499130dc7c0ef58cb9618e1f649c7561

Observation 98a0d98f-d179-47d8-b74e-0235704e840d · outbound

This paper cites A dataset with multibeam forward-looking sonar for underwater object detection.Scientific Data, 9(1):739, 2022.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search A dataset with multibeam forward-looking sonar for underwater object detection.Scientific Data, 9(1):739, 2022

Reference 51

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raw_fallback, observed 2026-08-15T22:44:13.003314Z

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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.880434Z digest=sha256:c01b2003220ed9c042486675be41757b458f33946c26f5d1d34f045ce9c9a3f2

Observation 7fb94d3d-280e-4e68-951b-567971c59f41 · outbound

This paper cites The proof and measurement of associa- tion between two things.The American journal of psychology, 100(3/4):441–471, 1987.

Underwater object detection in sonar imagery with detection transformer and Zero-shot neural architecture search The proof and measurement of associa- tion between two things.The American journal of psychology, 100(3/4):441–471, 1987

Reference 52

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raw_fallback, observed 2026-08-15T22:44:12.992600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T22:44:12.883929Z digest=sha256:d2a98bc7dcd06438fe4d560260415087f6e5a687dd3456ae45831509b5a611e9

Pith citing papers

No inbound Pith citation observations are available.