Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T10:49:58.976800Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:1908.10335.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-14T10:49:58.976800Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f01219f0-49d8-4565-8249-6ba50176dc6a · outbound
Physics-Based Rendering for Improving Robustness to Rain Doppler radar characteristics of precipitation at vertical incidence
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f342544c-b377-4fe2-9cd2-ed5742a4630d · outbound
Physics-Based Rendering for Improving Robustness to Rain Analysis of rain and snow in frequency space
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1ffaf1b2-6ec2-4ca0-ac9e-7d45f2bc7501 · outbound
Physics-Based Rendering for Improving Robustness to Rain The fast bilateral solver
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3b0c7369-8fce-4877-b6ba-3ff51bb1e474 · outbound
Physics-Based Rendering for Improving Robustness to Rain Curriculum learning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ff88a6f6-8123-4805-b362-92581cdffd58 · outbound
Physics-Based Rendering for Improving Robustness to Rain nuScenes: A multimodal dataset for autonomous driving
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7445a1f-71fc-4e71-9940-8166c85f1a2a · outbound
Physics-Based Rendering for Improving Robustness to Rain Hallucinating environment maps from single images
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b5aa0451-41c1-45df-aa4f-f7a4531ba03d · outbound
Physics-Based Rendering for Improving Robustness to Rain A generalized low-rank ap- pearance model for spatio-temporally correlated rain streaks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f63cd9e6-36b4-47f0-8976-76898bbc957b · outbound
Physics-Based Rendering for Improving Robustness to Rain The cityscapes dataset for semantic urban scene understanding
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 80d1fd68-29a4-413a-a421-7b05a58c81af · outbound
Physics-Based Rendering for Improving Robustness to Rain R4: Realistic rain render- ing in realtime
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 13a80842-8963-4df4-82e6-890d364e5f7b · outbound
Physics-Based Rendering for Improving Robustness to Rain R-fcn: Object detection via region-based fully convolutional networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2b11c189-3b94-41af-9799-5e12e9991a29 · outbound
Physics-Based Rendering for Improving Robustness to Rain Fast reactive control for illumination through rain and snow
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cd31b2a5-30ac-49b3-9763-9a8d053e6e66 · outbound
Physics-Based Rendering for Improving Robustness to Rain Restoring an image taken through a window covered with dirt or rain
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b7e2f27b-f378-4068-863a-4e349907070e · outbound
Physics-Based Rendering for Improving Robustness to Rain Material based splashing of water drops
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8d73506d-ac74-43f0-8a35-edb5759fc4d7 · outbound
Physics-Based Rendering for Improving Robustness to Rain Detection and removal of rain from videos
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 69712d28-ccf7-4a1b-a9c1-a28ece8f1de3 · outbound
Physics-Based Rendering for Improving Robustness to Rain When does a camera see rain? In IEEE International Conference on Computer Vision, volume 2, pages 1067–1074
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4d41ec2b-7088-49d2-8e09-376bec4abb92 · outbound
Physics-Based Rendering for Improving Robustness to Rain Photorealistic rendering of rain streaks
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9014ee03-49bb-43bc-a525-478988bebe0c · outbound
Physics-Based Rendering for Improving Robustness to Rain Vision and rain
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 619a3f89-a615-4ba7-8b51-a4c614399aa6 · outbound
Physics-Based Rendering for Improving Robustness to Rain Im- age style transfer using convolutional neural networks
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 40cf4b23-ea2d-4750-935c-78f97fb75f23 · outbound
Physics-Based Rendering for Improving Robustness to Rain Vision meets robotics: The kitti dataset
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 10403bae-54ec-467b-ae10-0c1f92c186cb · outbound
Physics-Based Rendering for Improving Robustness to Rain Are we ready for autonomous driving? The KITTI vision benchmark suite
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 97843816-29d7-4484-9522-da2683280b78 · outbound
Physics-Based Rendering for Improving Robustness to Rain Unresolved cited work
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6e63f969-9970-4aff-8df8-aae606dba492 · outbound
Physics-Based Rendering for Improving Robustness to Rain Raindrop detection on car windshields using geometric-photometric environment con- struction and intensity-based correlation
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e9de9472-784a-4d04-aecc-e8663533e43d · outbound
Physics-Based Rendering for Improving Robustness to Rain Deep sky modeling for single image out- door lighting estimation
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c975d960-37ce-4f0c-afd7-bb11ab9ee2f6 · outbound
Physics-Based Rendering for Improving Robustness to Rain Robot vision
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f8f5d27a-cefb-44bf-9351-eeb484a84186 · outbound
Physics-Based Rendering for Improving Robustness to Rain Consis- tent temporal variations in many outdoor scenes
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 24826b65-e2a8-47ed-997a-3dee70dc56ed · outbound
Physics-Based Rendering for Improving Robustness to Rain Sparse and dense data with CNNs: Depth completion and semantic segmentation
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation cdb998b3-845e-4a50-a5f5-60f2f1a2ef4c · outbound
Physics-Based Rendering for Improving Robustness to Rain Perceptual losses for real-time style transfer and super-resolution
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2dfe807e-03a2-4d93-97e3-f86c9adcfa4e · outbound
Physics-Based Rendering for Improving Robustness to Rain Driving in the matrix: Can virtual worlds replace human- generated annotations for real world tasks? In International Conference on Robotics and Automation, 2016
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8d26ef76-247c-45b4-b6dc-2868b7777359 · outbound
Physics-Based Rendering for Improving Robustness to Rain Influence of Fog on Computer Vision Algorithms
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 599b86b9-855e-4f53-9ce2-e26eccfce74c · outbound
Physics-Based Rendering for Improving Robustness to Rain Transient attributes for high-level under- standing and editing of outdoor scenes
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 478a0b4c-1a24-4e5a-8036-b6142dd4cc22 · outbound
Physics-Based Rendering for Improving Robustness to Rain Webcam clip art: Appearance and illuminant transfer from time-lapse sequences
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 465404a1-9153-4d6c-bf88-d0e7ee8bf13e · outbound
Physics-Based Rendering for Improving Robustness to Rain Tan, and Loong-Fah Cheong
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 370d6768-4275-4d67-a687-79cb6a3457d9 · outbound
Physics-Based Rendering for Improving Robustness to Rain Rain streak removal using layer priors
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 72b64eb8-536e-4244-a3fd-3be036f12604 · outbound
Physics-Based Rendering for Improving Robustness to Rain Ssd: Single shot multibox detector
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 152eec1b-c721-4d0e-a10d-f846c4acd226 · outbound
Physics-Based Rendering for Improving Robustness to Rain Removing rain from a single image via discriminative sparse coding
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 89da38a4-be66-43bd-b81e-5dbf84c0e50b · outbound
Physics-Based Rendering for Improving Robustness to Rain 1 Year, 1000km: The Oxford RobotCar Dataset
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 894ae248-f773-45d0-a592-ddff3977560c · outbound
Physics-Based Rendering for Improving Robustness to Rain The distribution of raindrops with size
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 74d37538-034a-4f0b-9446-f3729774c0a6 · outbound
Physics-Based Rendering for Improving Robustness to Rain All the images of an outdoor scene
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 430ed94e-8f8a-430d-a895-5b3da727f0dc · outbound
Physics-Based Rendering for Improving Robustness to Rain A lens and aper- ture camera model for synthetic image generation
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0c49f659-a79f-4795-8550-b93f9d750f06 · outbound
Physics-Based Rendering for Improving Robustness to Rain Atmospheric effects on availability of free space optics systems
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 14ea9091-30dd-4490-ad7c-9e60ed73ceb6 · outbound
Physics-Based Rendering for Improving Robustness to Rain Yolo9000: better, faster, stronger
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1aecb89a-665f-4474-a145-6923023d32a3 · outbound
Physics-Based Rendering for Improving Robustness to Rain Faster r-cnn: Towards real-time object detection with region proposal networks
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 484cf3d7-bc9b-47c8-85b6-ba5db3acdc4d · outbound
Physics-Based Rendering for Improving Robustness to Rain Erfnet: Efficient residual factorized con- vnet for real-time semantic segmentation
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 71c022b7-02b4-4b0e-8903-b665c4850d6a · outbound
Physics-Based Rendering for Improving Robustness to Rain Realistic real-time rain rendering
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ad405887-58d9-489d-8b9e-3e01fc17bb4b · outbound
Physics-Based Rendering for Improving Robustness to Rain Espnet: Efficient spatial pyramid of dilated convolutions for semantic segmentation
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ef14c2e3-5342-4053-99fc-017ff97ff6ff · outbound
Physics-Based Rendering for Improving Robustness to Rain Semantic foggy scene understanding with synthetic data
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7c6f6361-d12d-4100-b5e5-d157de48707a · outbound
Physics-Based Rendering for Improving Robustness to Rain Dsod: Learning deeply su- pervised object detectors from scratch
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 992b7603-aba3-4f0c-bd2d-1ac912f57923 · outbound
Physics-Based Rendering for Improving Robustness to Rain Artist-directable real-time rain rendering in city environments
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 904f8710-3257-4249-8d84-ae7958b09db3 · outbound
Physics-Based Rendering for Improving Robustness to Rain Learn- ing to adapt structured output space for semantic segmenta- tion
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c4d75453-e84b-48d6-b55e-59bb6870f955 · outbound
Physics-Based Rendering for Improving Robustness to Rain Numerical model for the fall speed of rain drops in a rain fall simulator
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e413293a-404f-423f-a8a8-3fdc8954912b · outbound
Physics-Based Rendering for Improving Robustness to Rain A multiscale model for rain rendering in real- time
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 861a4916-9d86-48c1-9c31-4af61dddd4b1 · outbound
Physics-Based Rendering for Improving Robustness to Rain Exploit all the layers: Fast and accurate cnn object detector with scale dependent pooling and cascaded rejection classifiers
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9f2e4801-792d-43df-9e5a-5bfdeeba0c4b · outbound
Physics-Based Rendering for Improving Robustness to Rain Deep joint rain detection and removal from a single image
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c2b7709f-5b9f-49ed-b4cc-741013b9af42 · outbound
Physics-Based Rendering for Improving Robustness to Rain BDD100K: A Diverse Driving Dataset for Heterogeneous Multitask Learning
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7dc293d8-6342-4a37-b670-be99c37abcd2 · outbound
Physics-Based Rendering for Improving Robustness to Rain Density-aware single image de-raining using a multi-stream dense network
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b8447caf-f536-4160-bef7-a33836da6fb7 · outbound
Physics-Based Rendering for Improving Robustness to Rain Image De-raining Using a Conditional Generative Adversarial Network
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98d1ad82-b882-46f9-ada5-8c75c47a371c · outbound
Physics-Based Rendering for Improving Robustness to Rain Icnet for real-time semantic segmenta- tion on high-resolution images
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation fca93686-b981-4d6b-afdc-ea2c600c7d97 · outbound
Physics-Based Rendering for Improving Robustness to Rain Pyramid scene parsing network
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b59a032f-ef99-40c4-9574-514445513ae4 · outbound
Physics-Based Rendering for Improving Robustness to Rain Unpaired image-to-image translation using cycle-consistent adversarial networks
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
No inbound Pith citation observations are available.