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Paper Citation Record · LEDGER

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery

As of 20 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 1 inbound Pith citation observation for arXiv:2601.18597.

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

pith.paper-citation-record.v1
2601.18597 v2

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T08:04:09.468762Z

measured 52 of 52 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-15T14:15:00.859119Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

51 of 51 outbound references displayed

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  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ddbf5ab9-7f1e-4cbb-8c7d-2ed521148598 · outbound

This paper cites Patch similarity self- knowledge distillation for cross-view geo-localization,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Patch similarity self- knowledge distillation for cross-view geo-localization,

Reference 1

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Observation f062d3b0-caa2-4768-a69b-283d24b04595 · outbound

This paper cites Multi-scale atten- tion encoder for street-to-aerial image geo-localization,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Multi-scale atten- tion encoder for street-to-aerial image geo-localization,

Reference 2

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Observation 5460c984-ece6-474a-8e39-3307e9d86ac7 · outbound

This paper cites Real-time and accurate uav pedestrian detection for social distancing monitoring in covid-19 pandemic,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Real-time and accurate uav pedestrian detection for social distancing monitoring in covid-19 pandemic,

Reference 3

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Observation 4a213150-f846-4b8d-bcc7-a47a27ef05fc · outbound

This paper cites Sdpdet: Learning scale-separated dynamic proposals for end-to-end drone- view detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Sdpdet: Learning scale-separated dynamic proposals for end-to-end drone- view detection,

Reference 4

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Observation 24749e0d-d593-45ff-9008-114e4dc38be1 · outbound

This paper cites Adazoom: Towards scale- aware large scene object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Adazoom: Towards scale- aware large scene object detection,

Reference 5

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Observation 0ee67991-2810-4eac-bfe9-5c9c6215c2db · outbound

This paper cites Ex- tended feature pyramid network for small object detec- tion,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Ex- tended feature pyramid network for small object detec- tion,

Reference 6

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Observation 7003bd09-8d60-4f71-bce6-050bb138ef00 · outbound

This paper cites Arbitrack: A novel multi-object tracking framework for a moving aav to detect and track arbitrarily oriented targets,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Arbitrack: A novel multi-object tracking framework for a moving aav to detect and track arbitrarily oriented targets,

Reference 7

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Observation e227a9d3-95ef-46c0-8753-14ab67b1a709 · outbound

This paper cites Bounding box vectorization for oriented object detection with tani- moto coefficient regression,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Bounding box vectorization for oriented object detection with tani- moto coefficient regression,

Reference 8

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Observation 54f5e6c2-be93-4285-b4dd-f53074f9858a · outbound

This paper cites Feature pyramid networks for object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Feature pyramid networks for object detection,

Reference 9

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Observation 8cab141b-8184-470f-b169-04b1d09df832 · outbound

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

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Detrs beat yolos on real-time object detection,

Reference 10

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Observation b4a4cd7e-01e7-4a87-b388-e30a959c1178 · outbound

This paper cites Yolov10: Real-time end-to-end object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Yolov10: Real-time end-to-end object detection,

Reference 11

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Observation 768c9a8e-18a5-4496-80d4-db4a1da09bb0 · outbound

This paper cites Ad- yolo: A real-time yolo network with swin transformer and attention mechanism for airport scene detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Ad- yolo: A real-time yolo network with swin transformer and attention mechanism for airport scene detection,

Reference 12

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Observation 73f87801-d0e6-4e8d-b536-e64714557436 · outbound

This paper cites Scaled- yolov4: Scaling cross stage partial network,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Scaled- yolov4: Scaling cross stage partial network,

Reference 13

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Observation c65de338-7156-4ab2-9f08-1161294e4125 · outbound

This paper cites YOLOX: Exceeding YOLO Series in 2021.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery YOLOX: Exceeding YOLO Series in 2021

Reference 14

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Observation 858d74f9-d629-47e3-a9e2-df14cf7346ef · outbound

This paper cites YOLOv12: Attention-Centric Real-Time Object Detectors.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery YOLOv12: Attention-Centric Real-Time Object Detectors

Reference 15

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Observation 1cffabdf-c3ff-44f2-a1db-abdd01598bd7 · outbound

This paper cites Attention is all you need,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Attention is all you need,

Reference 16

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source=pdf_text observed=2026-08-03T08:04:07.199318Z digest=sha256:4df9d488004d46f018855e311b530555fc5fcdbd7041154cfe313c0de12ec563

Observation 5508c82b-f5e6-4a77-bb09-3e68fef6025e · outbound

This paper cites You only look once: Unified, real-time object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery You only look once: Unified, real-time object detection,

Reference 17

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Observation 5f4a534c-b357-43e4-a5dd-d00c9f7637cb · outbound

This paper cites Fcos: Fully convolutional one-stage object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Fcos: Fully convolutional one-stage object detection,

Reference 18

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Observation afbcbf7b-e58c-4be8-adcf-9af4e77cc722 · outbound

This paper cites Ultralytics yolov8,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Ultralytics yolov8,

Reference 19

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Observation 2fe06712-ccc7-432e-95fd-627c9467a637 · outbound

This paper cites Microsoft coco: Common objects in context,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Microsoft coco: Common objects in context,

Reference 20

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Observation bf65719d-778f-47f2-afd1-2c35cce39c89 · outbound

This paper cites Augmentation for small object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Augmentation for small object detection,

Reference 21

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Observation 9f04948b-eb69-4b41-ac3d-670bab3615f1 · outbound

This paper cites An analysis of scale invariance in object detection - snip,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery An analysis of scale invariance in object detection - snip,

Reference 22

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source=pdf_text observed=2026-08-03T08:04:07.672073Z digest=sha256:651990f8e310d994268f87672769111c2bd99375d8b1694432031665946d181d

Observation 47f99763-b482-43d6-8c0d-6220486ebbb9 · outbound

This paper cites Clustered object detection in aerial images,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Clustered object detection in aerial images,

Reference 23

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Observation c4abdd0b-635a-4a57-a434-2b06ff17cf21 · outbound

This paper cites Density map guided object detection in aerial images,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Density map guided object detection in aerial images,

Reference 24

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Observation 935b29fd-c54d-470e-97d7-69c01ce8d4ee · outbound

This paper cites Querydet: Cascaded sparse query for accelerating high-resolution small object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Querydet: Cascaded sparse query for accelerating high-resolution small object detection,

Reference 25

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Observation 7085022b-1940-47e9-99f4-4fac3fb618e4 · outbound

This paper cites Adaptive sparse convolutional networks with global context en- hancement for faster object detection on drone images,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Adaptive sparse convolutional networks with global context en- hancement for faster object detection on drone images,

Reference 26

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Observation 19e81ed3-b765-4935-b2c2-791069edac3c · outbound

This paper cites Path aggregation network for instance segmentation,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Path aggregation network for instance segmentation,

Reference 27

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Observation f63381c7-c4a5-4bd4-b595-cf7819ab2899 · outbound

This paper cites Efficientdet: Scalable and efficient object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Efficientdet: Scalable and efficient object detection,

Reference 28

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Observation cef3c300-572c-432a-93d8-d1a811792d02 · outbound

This paper cites Nas-fpn: Learning scalable feature pyramid architecture for object detec- tion,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Nas-fpn: Learning scalable feature pyramid architecture for object detec- tion,

Reference 29

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Observation 51e3f61a-2ef1-4f00-8738-ebe71c928b37 · outbound

This paper cites You only look one-level feature,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery You only look one-level feature,

Reference 30

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Observation 12d9b7f7-83a3-4c7d-8e42-322ef9282a29 · outbound

This paper cites UAV-DETR: Efficient End-to-End Object Detection for Unmanned Aerial Vehicle Imagery.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery UAV-DETR: Efficient End-to-End Object Detection for Unmanned Aerial Vehicle Imagery

Reference 31

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Observation 135ae09a-98a4-47a7-a767-da9e23445af3 · outbound

This paper cites A theory for multiresolution signal decom- JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2025 10 position: the wavelet representation,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery A theory for multiresolution signal decom- JOURNAL OF LATEX CLASS FILES, VOL. 14, NO. 8, AUGUST 2025 10 position: the wavelet representation,

Reference 32

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Observation 02bb8b90-dc28-4587-bded-2b837a502813 · outbound

This paper cites Drop an octave: Reducing spatial redundancy in convolutional neural net- works with octave convolution,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Drop an octave: Reducing spatial redundancy in convolutional neural net- works with octave convolution,

Reference 33

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Observation d8319ab9-2958-49c0-a324-cfcc2db3917e · outbound

This paper cites Making convolutional networks shift- invariant again,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Making convolutional networks shift- invariant again,

Reference 34

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Observation 156c008d-774a-4632-aed8-302454d686aa · outbound

This paper cites Spectral represen- tations for convolutional neural networks,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Spectral represen- tations for convolutional neural networks,

Reference 35

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Observation 9c93a3ad-d9dc-43de-b5b2-0cd549751c11 · outbound

This paper cites Fnet: Mixing tokens with fourier transforms,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Fnet: Mixing tokens with fourier transforms,

Reference 36

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source=pdf_text observed=2026-08-03T08:04:08.378461Z digest=sha256:755454b546fead4b119a448168b54183ee137e1781ed6ea91378caf63946d3fe

Observation c469c65e-30e3-4de2-960c-1c986d42c24e · outbound

This paper cites Harmonic networks: Deep translation and rotation equivariance,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Harmonic networks: Deep translation and rotation equivariance,

Reference 37

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source=pdf_text observed=2026-08-03T08:04:08.405175Z digest=sha256:8468623132d7b933d682408df81663e0f2992faa6415a1caaeeacb808b6bd82c

Observation 98b88114-8bce-44ec-a99c-d76fbd5bf262 · outbound

This paper cites Ghostnet: More features from cheap operations,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Ghostnet: More features from cheap operations,

Reference 38

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source=pdf_text observed=2026-08-03T08:04:08.485021Z digest=sha256:204ad7340de030cf6ee32910f5cbe394f3ee2ae5fe37e3bd0308498d38aeec77

Observation d7cd3561-bde8-4e2d-9755-6e0d040e0055 · outbound

This paper cites Eca- net: Efficient channel attention for deep convolutional neural networks,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Eca- net: Efficient channel attention for deep convolutional neural networks,

Reference 39

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source=pdf_text observed=2026-08-03T08:04:08.565220Z digest=sha256:10f0389c19e3554e2133aa06729bf047fc0f8229ddb2a662fb1cdf851ebbbc6a

Observation 3ba0bfc0-bcb5-4bf9-b2b2-75f85eb2fd92 · outbound

This paper cites Focal loss for dense object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Focal loss for dense object detection,

Reference 40

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source=pdf_text observed=2026-08-03T08:04:08.634723Z digest=sha256:54a566260930c03330f913f0d746e6ac2dc5f7a3535f6edc043a5fbff0b46e6f

Observation 5111747a-af16-4c92-be89-097e2a21c41c · outbound

This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Faster r-cnn: Towards real-time object detection with region proposal networks,

Reference 41

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source=pdf_text observed=2026-08-03T08:04:08.721070Z digest=sha256:9996fe6a9e68c00de8f950deea1ff3aacbe0987e2a5feb31c82b8698e45774e8

Observation 428214c7-2aef-47c0-afbd-e7833be64433 · outbound

This paper cites Centernet: Keypoint triplets for object detection,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Centernet: Keypoint triplets for object detection,

Reference 42

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source=pdf_text observed=2026-08-03T08:04:08.798137Z digest=sha256:4e4f0d8174b5acf1860a1cedc402744c0a593e2b9cf87b04887885d69d2fb9dd

Observation 753c155a-d778-4e00-b96b-8739b707ad5d · outbound

This paper cites Hrdnet: High- resolution detection network for small objects,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Hrdnet: High- resolution detection network for small objects,

Reference 43

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source=pdf_text observed=2026-08-03T08:04:08.859704Z digest=sha256:5f44e1deb4e268405944c328eb08c55986528cf11193a7f47e5db4bb1e55290e

Observation 58f20631-85d3-4dda-ab08-961f76568557 · outbound

This paper cites Generalized focal loss: Learning qualified and distributed bounding boxes for dense object detec- tion,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Generalized focal loss: Learning qualified and distributed bounding boxes for dense object detec- tion,

Reference 44

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source=pdf_text observed=2026-08-03T08:04:08.916938Z digest=sha256:36aa3d8e98e7476456204defcdea732b9e105bcc8fe81d5ec6c91c9b30c6180d

Observation 55d82e70-1f27-4f5f-baf3-861004e5ac0b · outbound

This paper cites RTMDet: An Empirical Study of Designing Real-Time Object Detectors.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery RTMDet: An Empirical Study of Designing Real-Time Object Detectors

Reference 45

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source=pdf_text observed=2026-08-03T08:04:09.027142Z digest=sha256:55705aa149b958e71090d10e4d8b862eafb24f15b2604faaebc95ace1fb4ad62

Observation 4ea631c1-56f8-470a-8a24-4c63aac26529 · outbound

This paper cites Remdet: Rethinking efficient model design for uav object detec- tion,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Remdet: Rethinking efficient model design for uav object detec- tion,

Reference 46

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source=pdf_text observed=2026-08-03T08:04:09.072202Z digest=sha256:d52bf0f0b40ee349e4f5f071c2a0c906dc937a36e09823995bbce1d7e71fd82c

Observation 0102e707-8680-42df-9bd3-3c5a95c34ac0 · outbound

This paper cites Ultralytics yolo11,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Ultralytics yolo11,

Reference 47

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source=pdf_text observed=2026-08-03T08:04:09.139054Z digest=sha256:f4c6b5ae2ca6f160a9e1371b94b92f13cc153fa1ca5d409c543014bcfc6a5b9c

Observation 871b792b-dae7-48ef-873e-4afb6a89a49e · outbound

This paper cites Deim: Detr with improved matching for fast conver- gence,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Deim: Detr with improved matching for fast conver- gence,

Reference 48

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Observation 19cf29a4-1d93-4f71-9271-644f3d351411 · outbound

This paper cites Detection and tracking meet drones challenge,.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery Detection and tracking meet drones challenge,

Reference 49

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source=pdf_text observed=2026-08-03T08:04:09.286966Z digest=sha256:f7a2c74b5153c90b6fef4b8edf690a6a965a840099796b9b5a1d536126dd0811

Observation 3711df7b-1282-4a29-9a94-d3758d26d521 · outbound

This paper cites More Clear, More Flexible, More Precise: A Comprehensive Oriented Object Detection benchmark for UAV.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery More Clear, More Flexible, More Precise: A Comprehensive Oriented Object Detection benchmark for UAV

Reference 50

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Observation 9e4c805d-15ca-4c43-a88d-3b84d3f65f56 · outbound

This paper cites degree in the State Key Laboratory of Information Engi- neering in Surveying, Mapping and Remote Sensing at Wuhan University.

EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery degree in the State Key Laboratory of Information Engi- neering in Surveying, Mapping and Remote Sensing at Wuhan University

Reference 2024

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Pith citing papers

Observation d66ce2f1-9971-4066-bead-bd4477b9af7d · inbound

CollabOD: Collaborative Multi-Backbone with Cross-scale Vision for UAV Small Object Detection cites this paper.

CollabOD: Collaborative Multi-Backbone with Cross-scale Vision for UAV Small Object Detection EFSI-DETR: Efficient Frequency-Semantic Integration for Real-Time Small Object Detection in UAV Imagery

Reference 5

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source=pdf_text observed=2026-07-15T14:15:00.859119Z digest=sha256:8ccbcd65e22b4588bf389e1101799e7e09a24be767a5ce47e0e2473c1f1d47d4