Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T18:28:03.043893Z
Paper Citation Record · LEDGER
As of 23 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2508.14597.
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 2026-08-05T18:28:03.043893Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 88c214f7-6afa-4e98-b3e3-e0e80b22ce34 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Deployment and integration of smart sensors with iot devices detecting fire disasters in huge forest environment
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 094cb90b-d2fa-4bad-a46d-35d222b2fc9e · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A new multi-sensor fire detection method based on lstm networks with environmental information fusion
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 194e5509-fce8-426a-b73e-a6d883f052bb · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling From smoke to fire: A forest fire early warning and risk assessment model fusing multimodal data
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6c0e485c-8ec2-48c4-a048-4f0cba2fdf60 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Optical flow with fractional order regularization: variational model and solution method
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation ae25ec92-b4e8-4009-b9eb-c604ad37d2f5 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A level set based fractional order variational model for motion estimation in application oriented spectrum
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation bdfd7bf2-89dc-45b6-84a6-bb90c5b7bfdc · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling An algorithm for total variation minimization and applications
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f2b0f00c-82df-4508-9377-08b2f7214717 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Image segmentation using gaussian mixture model
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b7ab2541-a5a3-427f-adc1-c137cab25aad · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 74437d3f-64b5-4876-ae4f-65a7baa8cdbb · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Cnn-based fire prediction using fractional order optical flow and smoke features
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4f312ebe-818a-482c-923d-8de92fc86935 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A deep separable convolutional neural network for multiscale image-based smoke detection
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2ddc990d-c2b2-4c38-b1c0-5c77a62cf4e8 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling An image processing technique for automatically detecting forest fire
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d5bc45aa-ccf3-431b-a226-9df4403e8f53 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Deep dual-channel neural network for image-based smoke detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d8190bd5-dbaf-4e33-904f-a05589f4874d · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Image fire detection algorithms based on convolutional neural networks
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f7bac117-df51-4ea6-8fad-e593ee3f84a5 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Smoke detection on video sequences using 3d convolutional neural networks
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 50f11672-cdfb-4574-85a6-5429cf92873a · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Convolution-enhanced vision transformer network for smoke recognition
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62dee9d3-e4d5-451c-9d32-905555dde4e2 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Video smoke detection method based on cell root–branch structure
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 35c1254b-6fdf-4c8d-9554-ff939b3b3097 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Fire and smoke detection in complex environments
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fac251a8-71b9-474d-82c4-9e6b2b11137f · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Transformer-based fire detection in videos
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 7f38d01f-f18a-4698-866e-c4c65661ce18 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Optical flow estimation for flame detection in videos
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a7b1a7df-08ed-4434-95a4-6362fdb84e85 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Deep belief network for smoke detection
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6afd3842-42cc-469b-ab64-9dba4aaa1645 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A modified variational functional for estimating dense and discontinuity preserving optical flow in various spectrum
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b7721608-9c81-44ce-b349-9cb01ded8541 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Non-local weighted regularization for optical flow estimation.Optik, 208:164069, 2020
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1ebba6a9-c1db-4665-8aca-4234225d6b7e · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Unresolved cited work
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dedbc9da-c454-4d97-a03b-d878fc858e92 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Caputo derivative based nonlinear fractional order variational model for motion estimation in various application oriented spectrum
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation dc8a0f3a-09e7-4e3f-9125-1f6671a7dd07 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Video fire smoke detection using motion and color features
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 11eb9cea-6377-43c4-afc0-d11abeef66d6 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Video smoke detection base on dense optical flow and convolutional neural network
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 35b60760-a095-4b6e-bb68-7d8ce96d0c10 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A daytime smoke detection method based on variances of optical flow and characteristics of hsv color on footage from outdoor camera in urban city
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d5212d63-3782-4fd9-a2a3-bd0a90381b55 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A multiphase level set framework for image segmentation using the mumford and shah model
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 06478dc1-1dfc-4702-a545-efaae20d551f · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Von Neumann Stability Analysis for Multi-level Multi-step Methods
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1a0e6722-ded7-424e-878a-8a175d0b9cab · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Swin transformer: Hierarchical vision transformer using shifted windows
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 479a457f-a987-406e-803f-77bee8cfd0d5 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Attention Is All You Need
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 568580b8-85fa-469b-8f68-d9c1daa02f28 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Vit-saps: Detail-aware transformer for mechanical assembly semantic segmentation
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e478ab92-0108-4676-864f-cc093f63591f · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling 2d positional embedding-based transformer for scene text recognition
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 73d6bcd2-4f73-4e64-abbf-7b113044cbf4 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling A field-segmentation-based variational optical flow method for piv measurements of nonuniform flows
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation d7a1f9d5-82d8-467d-86ea-5a10fa54309b · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Tfnet: Transformer- based multi-scale feature fusion forest fire image detection network
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b907cdfd-cb93-4c12-90d5-cd810f3e075e · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Efficient detection of forest fire smoke in uav aerial imagery based on an improved yolov5 model and transfer learning
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e72c46fa-5bad-4624-9d5c-dcb93d16e6cb · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Edgefiresmoke: A novel lightweight cnn model for real-time video fire–smoke detection
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a2ce3e37-d386-4062-ac3d-f0f868db608b · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Real-time video fire/smoke detection based on cnn in antifire surveillance systems
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5515628f-5b4b-4dbd-9a4d-21ebfd4045fd · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Deep residual learning for image recognition
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 31e2ab63-b1fd-46ce-9d69-4e50a3b813b2 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Very Deep Convolutional Networks for Large-Scale Image Recognition
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f87662e4-828b-44e8-bd28-3f638709ea76 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Multi-level feature fusion networks for smoke recognition in remote sensing imagery
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 12f89905-79d6-4b81-a5c2-0aec711dd273 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Fire and smoke real-time detection algorithm for coal mines based on improved yolov8s
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9c3127dd-81a2-49c3-a3e8-a66ee0f505f7 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling Indoor fire and smoke detection based on optimized yolov5
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 98795aa3-e788-415d-ac59-dae718627541 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bfdd79b-8f9e-4edb-b38b-e9f995cb0e24 · outbound
Reliable Smoke Detection via Optical Flow-Guided Feature Fusion and Transformer-Based Uncertainty Modeling On the performance of googlenet and alexnet applied to sketches
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
No inbound Pith citation observations are available.