SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems | Paper Citation Record

Observation 91f1deb3-a5ae-4a74-98e1-8f7e56eb5e02 · outbound

This paper cites Surf: Speeded up robust features.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Surf: Speeded up robust features

Reference 1

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Observation 68f5d412-1132-4009-a258-592d9de4e2bb · outbound

This paper cites Rgb-d and thermal sensor fusion: a system- atic literature review.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Rgb-d and thermal sensor fusion: a system- atic literature review

Reference 2

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Observation b2c282b7-fcd0-4a25-a64a-43625ba7207c · outbound

This paper cites Contrastive mean teacher for domain adaptive ob- ject detectors.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Contrastive mean teacher for domain adaptive ob- ject detectors

Reference 3

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Observation de5eeca2-4cfd-4218-a782-a739d1de602f · outbound

This paper cites Visdrone-det2021: The vision meets drone object detection challenge results.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Visdrone-det2021: The vision meets drone object detection challenge results

Reference 4

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Observation 37f44f4f-b70b-428e-b4e9-5d3d11386122 · outbound

This paper cites Domain generalization by solving jigsaw puzzles.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Domain generalization by solving jigsaw puzzles

Reference 5

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Observation 1bb223d3-d558-4f2d-8c58-8b17e0e0775f · outbound

This paper cites Harmonizing transferability and discrim- inability for adapting object detectors.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Harmonizing transferability and discrim- inability for adapting object detectors

Reference 6

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Observation a0572a76-dddc-4357-a56d-b57ae276e0a9 · outbound

This paper cites Domain adaptive faster r-cnn for object de- tection in the wild.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Domain adaptive faster r-cnn for object de- tection in the wild

Reference 7

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Observation a856db40-bc1b-4ef7-accb-8bf27c4ce5a5 · outbound

This paper cites MSCMNet: Multi-scale Semantic Correlation Mining for Visible-Infrared Person Re-Identification.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems MSCMNet: Multi-scale Semantic Correlation Mining for Visible-Infrared Person Re-Identification

Reference 8

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Observation f9af94db-240c-438a-929b-899ab9dcc14a · outbound

This paper cites Un- biased mean teacher for cross-domain object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Un- biased mean teacher for cross-domain object detection

Reference 9

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Observation 55bb7a53-0f96-4160-9869-bdb85efa297c · outbound

This paper cites Harmo- nious teacher for cross-domain object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Harmo- nious teacher for cross-domain object detection

Reference 10

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Observation 5b5fda32-065d-42e4-b371-0072eae71069 · outbound

This paper cites Borrow from anywhere: Pseudo multi-modal object detection in thermal imagery.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Borrow from anywhere: Pseudo multi-modal object detection in thermal imagery

Reference 11

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Observation 573804f2-b69d-418f-9825-adae12cfe922 · outbound

This paper cites Object detection in aerial im- ages: A large-scale benchmark and challenges.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Object detection in aerial im- ages: A large-scale benchmark and challenges

Reference 12

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Observation cddc9ed0-9dac-4a91-b3a8-783b8b20f1e4 · outbound

This paper cites D3t: Distinctive dual-domain teacher zigzagging across rgb- thermal gap for domain-adaptive object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems D3t: Distinctive dual-domain teacher zigzagging across rgb- thermal gap for domain-adaptive object detection

Reference 13

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Observation 29b2c96f-10af-422f-8f55-1f9b12a1c8a7 · outbound

This paper cites The unmanned aerial vehicle benchmark: Object detection and tracking.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems The unmanned aerial vehicle benchmark: Object detection and tracking

Reference 14

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Observation d1c55935-ed09-4493-9128-2dd3757f8ebe · outbound

This paper cites Infraparis: A multi-modal and multi-task autonomous driving dataset.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Infraparis: A multi-modal and multi-task autonomous driving dataset

Reference 15

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Observation af780d18-2876-4d8f-a9d9-1216cdcf230c · outbound

This paper cites Unsupervised rgb-to-thermal domain adaptation via multi-domain atten- tion network.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Unsupervised rgb-to-thermal domain adaptation via multi-domain atten- tion network

Reference 16

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Observation 7585c5b9-2578-4575-9f6b-6d38901b1ad5 · outbound

This paper cites Stereo camera calibration for large field of view digital image correlation using zoom lens.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Stereo camera calibration for large field of view digital image correlation using zoom lens

Reference 17

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Observation c57a8818-f1c0-4db7-8e59-154589cee593 · outbound

This paper cites Exploring Color Invariance through Image-Level Ensemble Learning.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Exploring Color Invariance through Image-Level Ensemble Learning

Reference 18

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Observation b3a03b87-d8e6-4640-9854-505fdaa3775e · outbound

This paper cites Pedestrian detection at day/night time with visible and fir cameras: A comparison.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Pedestrian detection at day/night time with visible and fir cameras: A comparison

Reference 19

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Observation 52663bf5-1fca-4f7c-b8fa-30de9e6141ec · outbound

This paper cites Mfnet: Towards real-time se- mantic segmentation for autonomous vehicles with multi- spectral scenes.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Mfnet: Towards real-time se- mantic segmentation for autonomous vehicles with multi- spectral scenes

Reference 20

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Observation 8db6cf11-24b6-4a2a-aef3-531f0fa411b3 · outbound

This paper cites Redet: A rotation-equivariant detector for aerial object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Redet: A rotation-equivariant detector for aerial object detection

Reference 21

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Observation ab1519a7-3eca-4fd8-b9b5-7f0af548fbe8 · outbound

This paper cites Learning to structure an image with few colors.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Learning to structure an image with few colors

Reference 22

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Observation cf31d000-4a04-40f0-99c7-5278593414e9 · outbound

This paper cites Every pixel matters: Center-aware feature alignment for domain adaptive object detector.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Every pixel matters: Center-aware feature alignment for domain adaptive object detector

Reference 23

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Observation 92d6752c-550c-42de-a3ad-3024588dc759 · outbound

This paper cites Multispectral pedestrian detection: Benchmark dataset and baselines.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Multispectral pedestrian detection: Benchmark dataset and baselines

Reference 24

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Observation 9352a0a4-5951-44e3-8de0-8cc402635cd3 · outbound

This paper cites Cross-domain weakly-supervised object de- tection through progressive domain adaptation.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Cross-domain weakly-supervised object de- tection through progressive domain adaptation

Reference 25

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Observation 150b26cb-900c-4085-9d50-183c28670caf · outbound

This paper cites Llvip: A visible-infrared paired dataset for low-light vision.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Llvip: A visible-infrared paired dataset for low-light vision

Reference 26

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Observation 532848f9-4024-409a-b115-95413b107140 · outbound

This paper cites Ultralytics YOLO, 2023.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Ultralytics YOLO, 2023

Reference 27

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Observation 894a2a54-2970-44eb-80dd-1638f05ecec2 · outbound

This paper cites Ultralytics yolov8, 2023.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Ultralytics yolov8, 2023

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.783966Z

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Observation e2461ee7-753b-427a-8371-f5efc3c94bdf · outbound

This paper cites An efficient approach with dynamic multiswarm of uavs for forest firefighting.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems An efficient approach with dynamic multiswarm of uavs for forest firefighting

Reference 29

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Observation 4aa0c834-2538-42ac-bdb7-6dbb4e05e311 · outbound

This paper cites Diversify and match: A domain adaptive representation learning paradigm for object detec- tion.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Diversify and match: A domain adaptive representation learning paradigm for object detec- tion

Reference 30

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Observation bbbbeb12-2ce1-44ca-8bff-2211835e6773 · outbound

This paper cites Segment any- thing.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Segment any- thing

Reference 31

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Observation ffbd58c6-2c46-4650-8e89-f6bbd56b4cba · outbound

This paper cites Semantic segmentation for thermal images: A comparative survey.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Semantic segmentation for thermal images: A comparative survey

Reference 32

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Observation 450d8088-61cb-4efb-a72c-eb66f467a9fe · outbound

This paper cites Dehazing Remote Sensing and UAV Imagery: A Review of Deep Learning, Prior-based, and Hybrid Approaches.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Dehazing Remote Sensing and UAV Imagery: A Review of Deep Learning, Prior-based, and Hybrid Approaches

Reference 33

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Observation 39286e87-b959-481d-ade5-814bef58d2b2 · outbound

This paper cites Cross-domain adaptive teacher for object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Cross-domain adaptive teacher for object detection

Reference 34

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Observation 308d34c2-3814-49ce-abab-6309e9c2dcb7 · outbound

This paper cites Target-aware dual adversarial learning and a multi-scenario multi-modality benchmark to fuse infrared and visible for object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Target-aware dual adversarial learning and a multi-scenario multi-modality benchmark to fuse infrared and visible for object detection

Reference 35

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Observation b4bb1add-59bd-4c13-8b5f-116189833b78 · outbound

This paper cites Unbiased Teacher for Semi-Supervised Object Detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Unbiased Teacher for Semi-Supervised Object Detection

Reference 36

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Observation 4f6a7299-b38c-4cbb-8164-7c7a2ea05c5d · outbound

This paper cites Distinctive image features from scale- invariant keypoints.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Distinctive image features from scale- invariant keypoints

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.689144Z

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Observation 45054e0d-2fcf-4b06-9e30-333e44266338 · outbound

This paper cites Aeri- alirgan: unpaired aerial visible-to-infrared image translation with dual-encoder structure.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Aeri- alirgan: unpaired aerial visible-to-infrared image translation with dual-encoder structure

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.674257Z

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Observation a1568f8b-02a2-4273-a9a0-39718e025407 · outbound

This paper cites Hierarchical alignment network for domain adaptive object detection in aerial images.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Hierarchical alignment network for domain adaptive object detection in aerial images

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.659038Z

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Observation aa19b1d3-04c2-4d64-8f12-cdf7de5d082d · outbound

This paper cites Vehicle detec- tion in aerial imagery: A small target detection benchmark.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Vehicle detec- tion in aerial imagery: A small target detection benchmark

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.645549Z

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Observation 6479430f-f503-4a0f-9895-34ec83fb245f · outbound

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

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Faster r-cnn: Towards real-time object detection with region proposal networks

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.632008Z

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Observation 31af60a9-eeb2-4eec-85db-532e5b15936a · outbound

This paper cites Transformer-based person re-identification: A comprehen- sive review.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Transformer-based person re-identification: A comprehen- sive review

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.617756Z

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Observation 4b32d888-24ac-4073-af17-9fd933d75a52 · outbound

This paper cites Metacognitive decision-making framework for multi-uav tar- get search without communication.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Metacognitive decision-making framework for multi-uav tar- get search without communication

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.604856Z

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Observation ed553726-75dc-410a-8fb5-928c039732cc · outbound

This paper cites Fully complex-valued fully con- volutional multi-feature fusion network (fc 2 mfn) for build- ing segmentation of insar images.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Fully complex-valued fully con- volutional multi-feature fusion network (fc 2 mfn) for build- ing segmentation of insar images

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.061615Z

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Observation b3d3e4d1-c15b-4ff0-bd5d-09735b86c468 · outbound

This paper cites Contrastive Learning-Based Spectral Knowledge Distillation for Multi-Modality and Missing Modality Scenarios in Semantic Segmentation.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Contrastive Learning-Based Spectral Knowledge Distillation for Multi-Modality and Missing Modality Scenarios in Semantic Segmentation

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.065961Z

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Observation ba705d3b-82f5-4ef5-8ec3-ffff3e5864b4 · outbound

This paper cites Deepmao: Deep multi-scale aware over- complete network for building segmentation in satellite im- agery.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Deepmao: Deep multi-scale aware over- complete network for building segmentation in satellite im- agery

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.070654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92200152-f141-4011-b374-415f3b278868 · outbound

This paper cites Ssl-rgb2ir: Semi-supervised rgb-to-ir image-to-image translation for enhancing visual task train- ing in semantic segmentation and object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Ssl-rgb2ir: Semi-supervised rgb-to-ir image-to-image translation for enhancing visual task train- ing in semantic segmentation and object detection

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.573897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b289f00b-c20d-449d-aa1e-ec40cb8ac472 · outbound

This paper cites Skd- net: Spectral-based knowledge distillation in low-light ther- mal imagery for robotic perception.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Skd- net: Spectral-based knowledge distillation in low-light ther- mal imagery for robotic perception

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.561370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4d928cd8-5602-4548-b775-69555c0f642a · outbound

This paper cites Ogp- net: Optical guidance meets pixel-level contrastive distilla- tion for robust multi-modal and missing modality segmenta- tion.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Ogp- net: Optical guidance meets pixel-level contrastive distilla- tion for robust multi-modal and missing modality segmenta- tion

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.548770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1c8f31a2-715d-4bb6-9423-01093f2525af · outbound

This paper cites Misaligned visible- thermal object detection: a drone-based benchmark and baseline.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Misaligned visible- thermal object detection: a drone-based benchmark and baseline

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.534189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df29cf3b-3954-4e4f-a193-d72554fe194b · outbound

This paper cites Free teledyne flir thermal dataset for algorithm training.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Free teledyne flir thermal dataset for algorithm training

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.520037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1caf5f76-dd41-43d4-8452-c91ff3d30276 · outbound

This paper cites Drone-based rgb-infrared cross-modality vehicle detection via uncertainty-aware learning.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Drone-based rgb-infrared cross-modality vehicle detection via uncertainty-aware learning

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.504150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 43154122-9e14-4087-bbcc-514bea349c11 · outbound

This paper cites Hit-uav: A high-altitude in- frared thermal dataset for unmanned aerial vehicle-based ob- ject detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Hit-uav: A high-altitude in- frared thermal dataset for unmanned aerial vehicle-based ob- ject detection

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.488804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c47f0d0e-841f-4d5d-b3e9-8d510a379d0f · outbound

This paper cites Piafusion: A progressive infrared and visible im- age fusion network based on illumination aware.Information Fusion, 83:79–92, 2022.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Piafusion: A progressive infrared and visible im- age fusion network based on illumination aware.Information Fusion, 83:79–92, 2022

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.474414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4c98e40d-8357-4073-8a05-782da8beeeeb · outbound

This paper cites Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.459606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0c833734-d024-4e14-b24f-2023b03b074e · outbound

This paper cites Limits of infrared imaging.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Limits of infrared imaging

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.445504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f565cba4-30a0-415a-998e-5710665beaba · outbound

This paper cites Mrfp: Learning generalizable semantic segmentation from sim-2-real with multi-resolution feature perturbation.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Mrfp: Learning generalizable semantic segmentation from sim-2-real with multi-resolution feature perturbation

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.115790Z

Source-reported events for the cited work

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Observation 34818e55-086a-48b4-a905-9f2462c97f63 · outbound

This paper cites Spectral transfer guided active do- main adaptation for thermal imagery.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Spectral transfer guided active do- main adaptation for thermal imagery

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.422691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 54acebed-3fbe-4c07-acde-7d4a1cd5575d · outbound

This paper cites Self- supervised model adaptation for multimodal semantic seg- mentation.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Self- supervised model adaptation for multimodal semantic seg- mentation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.410157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f35ef0f7-1592-4a00-8f1d-bc559c0c1cdf · outbound

This paper cites Samrs: Scaling-up re- mote sensing segmentation dataset with segment anything model.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Samrs: Scaling-up re- mote sensing segmentation dataset with segment anything model

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.396807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0cb8e9e4-e14e-433b-852d-1acc44f30179 · outbound

This paper cites Advanced auto labeling solution with added features.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Advanced auto labeling solution with added features

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.383579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 95238845-df55-43ef-944d-0ed7fc56f4ca · outbound

This paper cites Rgb-infrared cross-modality per- son re-identification.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Rgb-infrared cross-modality per- son re-identification

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.134037Z

Source-reported events for the cited work

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Observation 9235d3e5-b6b9-407f-b7db-dd650abb4be4 · outbound

This paper cites Dota: A large-scale dataset for object detection in aerial images.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Dota: A large-scale dataset for object detection in aerial images

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.137687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc0622b7-7a24-4264-95b2-e9560cd25a5c · outbound

This paper cites Oriented r-cnn for object detection.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Oriented r-cnn for object detection

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:11.141312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 106b51d5-6d92-4399-ad40-aefcb61651da · outbound

This paper cites Unsupervised domain adaptation for remote sensing semantic segmentation with the 2d discrete wavelet transform.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Unsupervised domain adaptation for remote sensing semantic segmentation with the 2d discrete wavelet transform

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.340608Z

Source-reported events for the cited work

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Observation 2e07fc02-610c-4408-b940-e8f55b55acb0 · outbound

This paper cites Multispectral fusion for object detection with cyclic fuse-and-refine blocks.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Multispectral fusion for object detection with cyclic fuse-and-refine blocks

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.325171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c0783e87-cf97-4b93-b6cc-86c20c74b98d · outbound

This paper cites Fmcnet: Feature-level modality compensation for visible-infrared person re-identification.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Fmcnet: Feature-level modality compensation for visible-infrared person re-identification

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.310393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6617f4aa-e93c-4135-b1f6-36dc5de9ba33 · outbound

This paper cites Joint color-irrelevant consistency learning and identity- aware modality adaptation for visible-infrared cross modal- ity person re-identification.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Joint color-irrelevant consistency learning and identity- aware modality adaptation for visible-infrared cross modal- ity person re-identification

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.295430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a51571cc-a2c5-44e2-b997-54fc2255a9bb · outbound

This paper cites Detection and tracking meet drones challenge.

SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Detection and tracking meet drones challenge

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:11.280444Z

Source-reported events for the cited work

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