Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination | Paper Citation Record

Observation 76005051-1160-4702-8040-ee6888c18bf2 · outbound

This paper cites Pgsr: Planar-based gaussian splatting for efficient and high-fidelity surface reconstruction.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Pgsr: Planar-based gaussian splatting for efficient and high-fidelity surface reconstruction

Reference 1

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Observation 0d805021-9fbd-46a8-9b8b-083668dfc339 · outbound

This paper cites Gigags: Scaling up planar-based 3d gaussians for large scene surface reconstruction, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Gigags: Scaling up planar-based 3d gaussians for large scene surface reconstruction, 2024

Reference 2

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Observation 8ef17c0c-2eb3-4b20-bf9e-9247a0b88e42 · outbound

This paper cites Dogaussian: Distributed- oriented gaussian splatting for large-scale 3d reconstruction via gaussian consensus, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Dogaussian: Distributed- oriented gaussian splatting for large-scale 3d reconstruction via gaussian consensus, 2024

Reference 3

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Observation 550fbef2-6dc5-45e5-9fbc-8afe55bc7a30 · outbound

This paper cites FIReStereo: Forest InfraRed Stereo Dataset for UAS Depth Perception in Visually Degraded Environments.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination FIReStereo: Forest InfraRed Stereo Dataset for UAS Depth Perception in Visually Degraded Environments

Reference 4

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Observation 04035a0b-83ba-49a9-8ce3-9b1663854c3c · outbound

This paper cites Mini-splatting: Represent- ing scenes with a constrained number of gaussians, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Mini-splatting: Represent- ing scenes with a constrained number of gaussians, 2024

Reference 5

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Observation 009170f0-3d66-4094-9de1-414a03d8d35f · outbound

This paper cites Mid-air: A multi-modal dataset for extremely low altitude drone flights.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Mid-air: A multi-modal dataset for extremely low altitude drone flights

Reference 6

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Observation d5297572-6901-4e74-a0f4-ce2ada71dd1e · outbound

This paper cites SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Rendering

Reference 7

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Observation 618c2e3d-4456-4658-85d9-77097a789e86 · outbound

This paper cites 2d gaussian splatting for geometrically accu- rate radiance fields.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination 2d gaussian splatting for geometrically accu- rate radiance fields

Reference 8

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Observation c3af7555-678d-4f63-b9a3-4f4921cbc046 · outbound

This paper cites Horizon- gs: Unified 3d gaussian splatting for large-scale aerial-to- ground scenes.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Horizon- gs: Unified 3d gaussian splatting for large-scale aerial-to- ground scenes

Reference 9

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Observation b1d6d7f4-aa44-41f2-8a4c-06784fde6a4e · outbound

This paper cites Gaussian- shader: 3d gaussian splatting with shading functions for re- flective surfaces.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Gaussian- shader: 3d gaussian splatting with shading functions for re- flective surfaces

Reference 10

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Observation b7f1a0fd-4c7c-4043-9e25-feaa64bcc65e · outbound

This paper cites 3d gaussian splatting for real-time radiance field rendering.ACM Transactions on Graphics, 42 (4), 2023.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination 3d gaussian splatting for real-time radiance field rendering.ACM Transactions on Graphics, 42 (4), 2023

Reference 11

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Observation 00242a11-cd00-4318-b873-9be2d7a56aa6 · outbound

This paper cites 3d gaussian splatting for real-time radiance field rendering.ACM Trans.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination 3d gaussian splatting for real-time radiance field rendering.ACM Trans

Reference 12

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Observation 47d27550-87aa-4ad3-892c-56c3d5e79772 · outbound

This paper cites 3d gaussian splat- ting as markov chain monte carlo.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination 3d gaussian splat- ting as markov chain monte carlo

Reference 13

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Observation 3ac35754-41cc-4339-9a10-ae0574edafbe · outbound

This paper cites Shading-aware multi-view stereo.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Shading-aware multi-view stereo

Reference 14

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Observation 94fc4e20-7259-42c3-ac87-54d07ec95862 · outbound

This paper cites SGLoc: Scene geometry en- coding for outdoor LiDAR localization.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination SGLoc: Scene geometry en- coding for outdoor LiDAR localization

Reference 15

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Observation 9c4a2133-8247-4bc2-87ed-fa85669d0ee5 · outbound

This paper cites Matrixcity: A large-scale city dataset for city-scale neural rendering and beyond.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Matrixcity: A large-scale city dataset for city-scale neural rendering and beyond

Reference 16

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Observation e42b2600-315c-412f-bcd6-a9e4bc49a4fc · outbound

This paper cites Garcia- Fernandez, Yong Yue, Eng Gee Lim, and Xiaohui Zhu.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Garcia- Fernandez, Yong Yue, Eng Gee Lim, and Xiaohui Zhu

Reference 17

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Observation 2ca9333a-0b89-44c3-bcaa-382193ef725a · outbound

This paper cites Garc´ıa-Fern´andez, Andrew Levers, Jason Ralph, and Xiaohui Zhu.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Garc´ıa-Fern´andez, Andrew Levers, Jason Ralph, and Xiaohui Zhu

Reference 18

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Observation 60e80881-a397-4df0-a4a8-042a4b9f8cc4 · outbound

This paper cites Gs-ir: 3d gaussian splatting for inverse rendering.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Gs-ir: 3d gaussian splatting for inverse rendering

Reference 19

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Observation 9f593896-7fcb-4202-9e89-758a17baaefa · outbound

This paper cites Depth Anything 3: Recovering the Visual Space from Any Views.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Depth Anything 3: Recovering the Visual Space from Any Views

Reference 20

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Observation 79ed97ac-20d2-4af5-95a2-2ae375b6c65c · outbound

This paper cites Vastgaussian: Vast 3d gaussians for large scene reconstruction.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Vastgaussian: Vast 3d gaussians for large scene reconstruction

Reference 21

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Observation ac58f356-32a1-4e6b-adbe-da63dc5250d6 · outbound

This paper cites Capturing, reconstructing, and simulating: the urbanscene3d dataset.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Capturing, reconstructing, and simulating: the urbanscene3d dataset

Reference 22

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Observation a3dd1302-d774-4ab2-b305-933137bab362 · outbound

This paper cites Urbanscene3d: A large scale urban scene dataset and simulator.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Urbanscene3d: A large scale urban scene dataset and simulator

Reference 23

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Observation 323c03df-3632-4f2e-9314-f2e787f9db88 · outbound

This paper cites CityGaussian: Real-time High-quality Large-Scale Scene Rendering with Gaussians.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination CityGaussian: Real-time High-quality Large-Scale Scene Rendering with Gaussians

Reference 24

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Observation fba0aa13-403d-4911-bbf0-c9393a02df2a · outbound

This paper cites Citygaussianv2: Efficient and geometri- cally accurate reconstruction for large-scale scenes.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Citygaussianv2: Efficient and geometri- cally accurate reconstruction for large-scale scenes

Reference 25

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Observation fe75a7b8-22b8-4bab-a4f5-57a202b58865 · outbound

This paper cites Scaffold-gs: Structured 3d 9 gaussians for view-adaptive rendering.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Scaffold-gs: Structured 3d 9 gaussians for view-adaptive rendering

Reference 26

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Observation 2c451108-b3a5-4d64-9059-fd4ccb9fd7fe · outbound

This paper cites Switch-nerf: Learning scene de- composition with mixture of experts for large-scale neural radiance fields.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Switch-nerf: Learning scene de- composition with mixture of experts for large-scale neural radiance fields

Reference 27

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Observation 9c3a9b4d-8391-43b4-8d5d-02420f6d8a1b · outbound

This paper cites Nerf: Representing scenes as neural radiance fields for view syn- thesis.Communications of the ACM, 65(1):99–106, 2021.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Nerf: Representing scenes as neural radiance fields for view syn- thesis.Communications of the ACM, 65(1):99–106, 2021

Reference 28

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Observation 6c3179b8-011d-401c-98a0-5bc28bdd0dd3 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 29

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Observation f456cd27-3f15-4e29-a1c1-e28309ba9dc2 · outbound

This paper cites Ntu viral: A visual- inertial-ranging-lidar dataset, from an aerial vehicle view- point.The International Journal of Robotics Research, 41 (3):270–280, 2022.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Ntu viral: A visual- inertial-ranging-lidar dataset, from an aerial vehicle view- point.The International Journal of Robotics Research, 41 (3):270–280, 2022

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Observation 165e91ba-217e-4474-9a03-a93fce37ca27 · outbound

This paper cites Multi-view relighting using a geometry-aware network.ACM Trans.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Multi-view relighting using a geometry-aware network.ACM Trans

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Observation 63d707dc-eef4-4bc9-9b06-c2f280084be6 · outbound

This paper cites Octree-GS: Towards Consistent Real-time Rendering with LOD-Structured 3D Gaussians.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Octree-GS: Towards Consistent Real-time Rendering with LOD-Structured 3D Gaussians

Reference 32

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Observation c211e3f1-6294-4763-a53d-a622a1907180 · outbound

This paper cites Syndrone-multi-modal uav dataset for ur- ban scenarios.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Syndrone-multi-modal uav dataset for ur- ban scenarios

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Observation dc214ab1-e5c9-4009-937e-7efe763f78a9 · outbound

This paper cites Structure- from-motion revisited.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Structure- from-motion revisited

Reference 34

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Observation 0b419aec-cf1f-48f1-aff2-dd6fccf64730 · outbound

This paper cites A comparison and evalua- tion of multi-view stereo reconstruction algorithms.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination A comparison and evalua- tion of multi-view stereo reconstruction algorithms

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Observation 4101f3f3-c4b4-48c3-8b7a-b94bf78e2079 · outbound

This paper cites Flod: Integrating flexible level of detail into 3d gaussian splatting for customizable rendering, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Flod: Integrating flexible level of detail into 3d gaussian splatting for customizable rendering, 2024

Reference 36

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Observation 232a7879-f048-45a1-a1c8-60cb9316f254 · outbound

This paper cites A general albedo recovery approach for aerial photogrammetric images through inverse rendering.ISPRS Journal of Photogrammetry and Remote Sensing, 218:101–119, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination A general albedo recovery approach for aerial photogrammetric images through inverse rendering.ISPRS Journal of Photogrammetry and Remote Sensing, 218:101–119, 2024

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Observation b0be4c4f-b317-4946-80ed-babc1952f6ba · outbound

This paper cites Mega-nerf: Scalable construction of large- scale nerfs for virtual fly-throughs.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Mega-nerf: Scalable construction of large- scale nerfs for virtual fly-throughs

Reference 38

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Observation 44b57ff1-5176-45dd-9537-4f59cadfbeb8 · outbound

This paper cites Dn-splatter: Depth and normal priors for gaussian splatting and meshing, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Dn-splatter: Depth and normal priors for gaussian splatting and meshing, 2024

Reference 39

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Observation 05a2cfea-d1c7-4e59-9db9-91d6ff3c29ca · outbound

This paper cites Aerialmegadepth: Learning aerial-ground reconstruction and view synthesis.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Aerialmegadepth: Learning aerial-ground reconstruction and view synthesis

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Observation 214cf412-b53c-4dca-88d7-6b354c11c853 · outbound

This paper cites Moge-2: Accurate monocular geometry with metric scale and sharp details, 2025.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Moge-2: Accurate monocular geometry with metric scale and sharp details, 2025

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Observation 6a5b996c-2627-45e2-97fd-db7e80c39f75 · outbound

This paper cites Uavscenes: A multi-modal dataset for uavs.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Uavscenes: A multi-modal dataset for uavs

Reference 42

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Observation 3e4f5b5b-f1e0-4a34-97fb-fb54eb36edb6 · outbound

This paper cites Tartanair: A dataset to push the limits of visual slam.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Tartanair: A dataset to push the limits of visual slam

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Observation 310595ee-32a9-4508-b5a1-0dfed38d33ba · outbound

This paper cites Image quality assessment: from error visibility to structural similarity.IEEE transactions on image processing, 13(4):600–612, 2004.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Image quality assessment: from error visibility to structural similarity.IEEE transactions on image processing, 13(4):600–612, 2004

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Observation 3a3a9c3d-55da-4052-9f4c-7972ecdd0181 · outbound

This paper cites Trun- cated signed distance function: experiments on voxel size.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Trun- cated signed distance function: experiments on voxel size

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Observation 198badcd-7652-4aa4-a5d6-26373028b140 · outbound

This paper cites GS2Mesh: Surface Reconstruction from Gaussian Splatting via Novel Stereo Views.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination GS2Mesh: Surface Reconstruction from Gaussian Splatting via Novel Stereo Views

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Observation 82bb599a-b406-4f2f-9c37-bf807d136ae2 · outbound

This paper cites Uavd4l: A large-scale dataset for uav 6-dof localization.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Uavd4l: A large-scale dataset for uav 6-dof localization

Reference 47

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Observation eb81e13a-df86-426d-83e1-b373086d291c · outbound

This paper cites En- vgs: Modeling view-dependent appearance with environ- ment gaussian.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination En- vgs: Modeling view-dependent appearance with environ- ment gaussian

Reference 48

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Observation 2fc43bca-a9d7-4742-be4d-aef91a7f5120 · outbound

This paper cites GauU-Scene V2: Assessing the Reliability of Image-Based Metrics with Expansive Lidar Image Dataset Using 3DGS and NeRF.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination GauU-Scene V2: Assessing the Reliability of Image-Based Metrics with Expansive Lidar Image Dataset Using 3DGS and NeRF

Reference 49

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Observation 9413d173-94ce-46bc-8403-b2ca51be6fa5 · outbound

This paper cites Gauu-scene v2: Assessing the reliability of image-based metrics with expansive lidar image dataset using 3dgs and nerf.CoRR, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Gauu-scene v2: Assessing the reliability of image-based metrics with expansive lidar image dataset using 3dgs and nerf.CoRR, 2024

Reference 50

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Observation d3b7e19e-fe69-4072-a724-d22a7f0bb13b · outbound

This paper cites Crossloc: Scalable aerial localization as- sisted by multimodal synthetic data.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Crossloc: Scalable aerial localization as- sisted by multimodal synthetic data

Reference 51

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Observation 4bb18ced-ca02-466a-b0e6-b2a30ff183df · outbound

This paper cites Spec-gaussian: Anisotropic view-dependent ap- pearance for 3d gaussian splatting, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Spec-gaussian: Anisotropic view-dependent ap- pearance for 3d gaussian splatting, 2024

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.205968Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48e39265-7b74-423d-b9fc-e97f39d2608c · outbound

This paper cites Reflective Gaussian Splatting.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Reflective Gaussian Splatting

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.277890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 246db265-f07d-478e-a01a-7d232fbcd07f · outbound

This paper cites Stablenormal: Reducing diffusion variance for stable and sharp normal.ACM Transactions on Graphics (TOG), 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Stablenormal: Reducing diffusion variance for stable and sharp normal.ACM Transactions on Graphics (TOG), 2024

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.351958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2f7e37-328a-41e1-bea9-e7bfb44c945d · outbound

This paper cites 3d gaussian splat- ting with deferred reflection.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination 3d gaussian splat- ting with deferred reflection

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.430059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f28c58df-647e-4738-b37b-7a9bcf2d48de · outbound

This paper cites Absgs: Recovering fine details for 3d gaussian splat- ting, 2024.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Absgs: Recovering fine details for 3d gaussian splat- ting, 2024

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.507586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c03a30-34be-4b3e-8b88-25581ec4dd79 · outbound

This paper cites Mip-splatting: Alias-free 3d gaussian splat- ting.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Mip-splatting: Alias-free 3d gaussian splat- ting

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.551979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559a8207-f0f5-4213-95a0-a33d5af6d9dc · outbound

This paper cites Gaussian Opacity Fields: Efficient Adaptive Surface Reconstruction in Unbounded Scenes.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Gaussian Opacity Fields: Efficient Adaptive Surface Reconstruction in Unbounded Scenes

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.613210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39c8cb04-0dab-4574-b1dd-d0d67b018696 · outbound

This paper cites Dogaussian: Distributed-oriented gaussian splatting for large-scale 3d reconstruction via gaus- sian consensus.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Dogaussian: Distributed-oriented gaussian splatting for large-scale 3d reconstruction via gaus- sian consensus

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.687669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb661766-13ca-4a21-bedf-17b0c58bd03e · outbound

This paper cites RaDe-GS: Rasterizing Depth in Gaussian Splatting.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination RaDe-GS: Rasterizing Depth in Gaussian Splatting

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.760650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cee790f-f173-4be4-8a86-cb3b0d500bbc · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination The unreasonable effectiveness of deep features as a perceptual metric

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.845216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe484cc7-29cc-4908-9d42-ef6d81f9267e · outbound

This paper cites Ref-gs: Directional factorization for 2d gaussian splatting.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Ref-gs: Directional factorization for 2d gaussian splatting

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.894671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad2e5d64-21e0-4bc8-bf91-53da031c9147 · outbound

This paper cites AerialGo: Walking-through City View Generation from Aerial Perspectives.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination AerialGo: Walking-through City View Generation from Aerial Perspectives

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:58.998401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7eb87fb-d93b-41d9-99a3-785592b8a438 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.076848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44550504-0f58-42d5-9e7f-ab34d3fe49f1 · outbound

This paper cites Equipment Details Table 5.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Equipment Details Table 5

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.148229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaca2177-1949-4907-8958-ddfa1f8484ff · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.221273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2749a95e-38ac-4aca-89c1-6b05d51d3209 · outbound

This paper cites CHCNA V C30Oblique camera.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination CHCNA V C30Oblique camera

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.268770Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db350339-638e-42cb-b61f-97de0f03ae71 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.328863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9015c5c-2a71-4737-856c-651ad2914f0a · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.427732Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1308f894-8e2e-40f5-83f3-47525e33f73e · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.504324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b996d82-1ffa-4571-acda-80ecaee2350c · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.583971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1ff3265-5f4d-4453-a057-4da2c4106115 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.667139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6759112c-02a3-49b7-8ef4-cbf6f2a73dfd · outbound

This paper cites DJI L2LiDAR.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination DJI L2LiDAR

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.754933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 590ba5e5-f590-43f8-b7e2-4a7f5f4e9e8d · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.823646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17f08c49-107f-431b-8a77-4fddc1855bea · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.875087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1a1f885-bc7b-47db-8660-08176445333b · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.945470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b9ec0b-de0e-4fbc-a6dd-14c72435e0c2 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-03T16:17:59.981132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff97dd68-8ca4-44c2-8371-8d74569b1945 · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.073056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 316f20b6-b7ff-49a2-b493-e5e28e4a1d1a · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.161117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d3cec205-3da4-4218-89e3-f126793ff98a · outbound

This paper cites It is an industrial-rank UA V with a maximum flight time of about 55 minutes with- out payload.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination It is an industrial-rank UA V with a maximum flight time of about 55 minutes with- out payload

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.191645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 049ea0e4-9658-4aba-9b71-c21f446dabbd · outbound

This paper cites Parameter Settings For all 3DGS-based baselines evaluated under our single- GPU setting, we adopt a unified training schedule for fair- ness and stable reconstruction.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Parameter Settings For all 3DGS-based baselines evaluated under our single- GPU setting, we adopt a unified training schedule for fair- ness and stable reconstruction

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.261750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 398619e0-0bd1-4732-a95b-467554fa906a · outbound

This paper cites an unresolved cited work.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination Unresolved cited work

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.343416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bfa3088-5fc8-46b1-a727-abc54c3023e6 · outbound

This paper cites As illustrated in Fig.

Beyond a Single Light: A Large-Scale Aerial Dataset for Urban Scene Reconstruction Under Varying Illumination As illustrated in Fig

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T16:18:00.441408Z

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