Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T20:16:12.848232Z
Paper Citation Record · LEDGER
Learning to Calibrate for Reliable Visual Fire Detection
As of 13 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2502.09872.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+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
Reference resolution
23 of 23 outbound references displayed
- verified exact0
- verified fuzzy19
- unresolved4
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 05a931d2-fa13-4aa1-a902-287f8363749c · outbound
This paper cites Research on fire recognition method of inspection robot based on video image,.
Learning to Calibrate for Reliable Visual Fire Detection Research on fire recognition method of inspection robot based on video image,
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:13.034071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 03f28aff-a0d9-4ea9-9b75-a85600527e02 · outbound
This paper cites Video fire detection methods based on deep learning: Datasets, meth- ods, and future directions,.
Learning to Calibrate for Reliable Visual Fire Detection Video fire detection methods based on deep learning: Datasets, meth- ods, and future directions,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:13.026057Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation a78f6403-7d36-47ea-8520-a8b5557f68bc · outbound
This paper cites A triple interference removal network based on temporal and spatial attention interaction for forest smoke recognition in videos,.
Learning to Calibrate for Reliable Visual Fire Detection A triple interference removal network based on temporal and spatial attention interaction for forest smoke recognition in videos,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:13.018005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 74895f7a-3969-4ee0-99f1-c5cf88deed44 · outbound
This paper cites Efficient attention based deep fusion cnn for smoke detection in fog environment,.
Learning to Calibrate for Reliable Visual Fire Detection Efficient attention based deep fusion cnn for smoke detection in fog environment,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:13.011039Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation af3f152a-2abd-4508-8b02-af3a3da9039c · outbound
This paper cites Fire and smoke detection algorithm based on improved yolov8,.
Learning to Calibrate for Reliable Visual Fire Detection Fire and smoke detection algorithm based on improved yolov8,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:13.003899Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation e8062011-c2c4-40a2-93a1-762d64637a70 · outbound
This paper cites F2m: Ensemble-based uncertainty estimation model for fire detection in indoor environments,.
Learning to Calibrate for Reliable Visual Fire Detection F2m: Ensemble-based uncertainty estimation model for fire detection in indoor environments,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.995667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 95f901a4-2258-4c23-9045-82cbdb9b32bf · outbound
This paper cites Monte carlo dropblock for modeling uncertainty in object detection,.
Learning to Calibrate for Reliable Visual Fire Detection Monte carlo dropblock for modeling uncertainty in object detection,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.986132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 4cfb6b33-0c97-43cf-b71b-c90838d9ca49 · outbound
This paper cites Learning discriminative feature representation with pixel-level supervision for forest smoke recognition,.
Learning to Calibrate for Reliable Visual Fire Detection Learning discriminative feature representation with pixel-level supervision for forest smoke recognition,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.977632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9588ccff-2586-4f57-a076-9e5b0ed53770 · outbound
This paper cites Advanced wildfire detection using generative adversarial network-based augmented datasets and weakly supervised object localization,.
Learning to Calibrate for Reliable Visual Fire Detection Advanced wildfire detection using generative adversarial network-based augmented datasets and weakly supervised object localization,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.969283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation bc9d06e1-edbf-412d-9441-335a0cc5c3cf · outbound
This paper cites Anchor-free smoke and flame recognition algorithm with multi-loss,.
Learning to Calibrate for Reliable Visual Fire Detection Anchor-free smoke and flame recognition algorithm with multi-loss,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.960605Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 76d14909-6ac6-4d59-a11d-95febdb4faa4 · outbound
This paper cites Cubic-cross convo- lutional attention and count prior embedding for smoke segmentation,.
Learning to Calibrate for Reliable Visual Fire Detection Cubic-cross convo- lutional attention and count prior embedding for smoke segmentation,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.953266Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation bc0b3bbb-1de4-4b4d-b111-1078914023e6 · outbound
This paper cites Multi-scale fire detection algorithm with adaptive attention,.
Learning to Calibrate for Reliable Visual Fire Detection Multi-scale fire detection algorithm with adaptive attention,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.945808Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation d1c893e4-9f0b-4c68-8f01-f40bfc453579 · outbound
This paper cites Sustainable collaboration: Federated learning for environ- mentally conscious forest fire classification in green internet of things (iot),.
Learning to Calibrate for Reliable Visual Fire Detection Sustainable collaboration: Federated learning for environ- mentally conscious forest fire classification in green internet of things (iot),
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.937303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 9926dc20-63cc-4b28-a06f-b5099bde7c53 · outbound
This paper cites Fast forest fire detection and segmentation application for uav-assisted mobile edge computing system,.
Learning to Calibrate for Reliable Visual Fire Detection Fast forest fire detection and segmentation application for uav-assisted mobile edge computing system,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.929550Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 5a5289db-4c62-43fa-a656-f318a273c9d7 · outbound
This paper cites Fire-and-smoke detection based on convolutional attention and feature fusion,.
Learning to Calibrate for Reliable Visual Fire Detection Fire-and-smoke detection based on convolutional attention and feature fusion,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.921407Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 22860050-6c5c-45dd-a81d-12ea58463dbc · outbound
This paper cites Smoke and flame detection method with yolov5-resnet cascade network,.
Learning to Calibrate for Reliable Visual Fire Detection Smoke and flame detection method with yolov5-resnet cascade network,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.911842Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation b29d3182-4e49-4765-9d68-7bf7afe91bed · outbound
This paper cites On calibration of modern neural networks,.
Learning to Calibrate for Reliable Visual Fire Detection On calibration of modern neural networks,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:16:12.834479Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21c09580-7de1-4211-8847-f7a1afaadff1 · outbound
This paper cites Uncertainty-guided learning for improving image manipulation detection,.
Learning to Calibrate for Reliable Visual Fire Detection Uncertainty-guided learning for improving image manipulation detection,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.899844Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 156ac447-c3a5-40ec-85db-52fab3c3e7f4 · outbound
This paper cites Modeling the distributional uncertainty for salient object detection models,.
Learning to Calibrate for Reliable Visual Fire Detection Modeling the distributional uncertainty for salient object detection models,
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:16:12.839727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c1f4aab-bd2f-4c4a-83ce-e23aea346a23 · outbound
This paper cites Obtaining well calibrated probabilities using bayesian binning,.
Learning to Calibrate for Reliable Visual Fire Detection Obtaining well calibrated probabilities using bayesian binning,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:16:12.841821Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3044caee-8e3a-4e1b-bff7-453095f055e0 · outbound
This paper cites Curriculum learning,.
Learning to Calibrate for Reliable Visual Fire Detection Curriculum learning,
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T20:16:12.843908Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19ae37ce-5f5a-4335-b3bd-0369202574b8 · outbound
This paper cites Optimized dual fire attention network and medium-scale fire classification benchmark,.
Learning to Calibrate for Reliable Visual Fire Detection Optimized dual fire attention network and medium-scale fire classification benchmark,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.880017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Observation 7c721b8b-c222-492a-b2cf-a77c7051f014 · outbound
This paper cites Edgefiresmoke: A novel lightweight cnn model for real-time video fire–smoke detection,.
Learning to Calibrate for Reliable Visual Fire Detection Edgefiresmoke: A novel lightweight cnn model for real-time video fire–smoke detection,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T20:16:12.871146Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.
Pith citing papers
No inbound Pith citation observations are available.