Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos | Paper Citation Record

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This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 1

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This paper cites Clip retrieval: Easily compute clip embeddings and build a clip retrieval system with them.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Clip retrieval: Easily compute clip embeddings and build a clip retrieval system with them

Reference 2

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This paper cites 360+x: A panoptic multi-modal scene understanding dataset.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360+x: A panoptic multi-modal scene understanding dataset

Reference 3

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This paper cites Spatialrgpt: Grounded spatial reasoning in vision-language models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Spatialrgpt: Grounded spatial reasoning in vision-language models

Reference 4

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This paper cites 360-indoor: Towards learning real-world objects in 360° indoor equirectangular images.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360-indoor: Towards learning real-world objects in 360° indoor equirectangular images

Reference 5

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This paper cites Instructblip: Towards general-purpose vision-language models with instruction tuning.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Instructblip: Towards general-purpose vision-language models with instruction tuning

Reference 6

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This paper cites The epic- kitchens dataset: Collection, challenges and baselines.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The epic- kitchens dataset: Collection, challenges and baselines

Reference 7

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This paper cites Active fire detection in landsat-8 imagery: A large-scale dataset and a deep-learning study.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Active fire detection in landsat-8 imagery: A large-scale dataset and a deep-learning study

Reference 8

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This paper cites Episodic memory in AI agents poses risks that should be studied and mitigated.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Episodic memory in AI agents poses risks that should be studied and mitigated

Reference 9

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This paper cites Cottrell, and Mai H.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Cottrell, and Mai H

Reference 10

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This paper cites Lindeman, and Simon Hoermann.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Lindeman, and Simon Hoermann

Reference 11

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This paper cites Wichmann, and Wieland Brendel.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Wichmann, and Wieland Brendel

Reference 12

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Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 13

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Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 14

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This paper cites World Models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos World Models

Reference 15

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This paper cites Visual language maps for robot navigation.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Visual language maps for robot navigation

Reference 16

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This paper cites Episodic memories generation and evaluation benchmark for large language models, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Episodic memories generation and evaluation benchmark for large language models, 2025

Reference 17

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This paper cites The Kinetics Human Action Video Dataset.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The Kinetics Human Action Video Dataset

Reference 18

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This paper cites Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Rush, Douwe Kiela, Matthieu Cord, and Victor Sanh

Reference 19

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This paper cites For: Finetuning for object level open vocabulary image retrieval.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos For: Finetuning for object level open vocabulary image retrieval

Reference 20

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This paper cites Self-supervised alignment learning for medical image segmentation.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Self-supervised alignment learning for medical image segmentation

Reference 21

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This paper cites Blip-2: Bootstrapping language-image pre- training with frozen image encoders and large language models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Blip-2: Bootstrapping language-image pre- training with frozen image encoders and large language models

Reference 22

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This paper cites Kitti-360: A novel dataset and benchmarks for urban scene understanding in 2d and 3d.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Kitti-360: A novel dataset and benchmarks for urban scene understanding in 2d and 3d

Reference 23

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This paper cites Visual instruction tuning.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Visual instruction tuning

Reference 24

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This paper cites Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Grounding DINO: Marrying DINO with Grounded Pre-Training for Open-Set Object Detection

Reference 25

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This paper cites Object-centric learning with slot attention, 2020.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Object-centric learning with slot attention, 2020

Reference 26

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This paper cites Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Enhancing robustness in video recognition models: Sparse adversarial attacks and beyond

Reference 27

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This paper cites NFPA 1410: Standard on Training for Emergency Scene Operations.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos NFPA 1410: Standard on Training for Emergency Scene Operations

Reference 28

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This paper cites Firefighter injuries in the united states.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Firefighter injuries in the united states

Reference 29

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This paper cites 360-degree video of fire at the national fire research laboratory.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos 360-degree video of fire at the national fire research laboratory

Reference 30

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This paper cites GPT-4 Technical Report.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos GPT-4 Technical Report

Reference 31

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Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 32

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This paper cites Egocentric zone-aware action recognition across environments.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Egocentric zone-aware action recognition across environments

Reference 33

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This paper cites Learning trans- ferable visual models from natural language supervision.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Learning trans- ferable visual models from natural language supervision

Reference 34

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This paper cites Evaluation of virtual reality-based first responder training under physiological and cognitive-emotional strain.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Evaluation of virtual reality-based first responder training under physiological and cognitive-emotional strain

Reference 35

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This paper cites A Dataset and Framework for Learning State-invariant Object Representations.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A Dataset and Framework for Learning State-invariant Object Representations

Reference 36

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This paper cites First responder situation reporting in virtual reality training with evaluation of cognitive-emotional stress using psychophysiological measures.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos First responder situation reporting in virtual reality training with evaluation of cognitive-emotional stress using psychophysiological measures

Reference 37

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Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Planning to explore via self-supervised world models

Reference 38

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This paper cites Panovpr: Towards unified perspective-to-equirectangular visual place recognition via sliding windows across the panoramic view.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Panovpr: Towards unified perspective-to-equirectangular visual place recognition via sliding windows across the panoramic view

Reference 39

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This paper cites Anomaly detection for people with visual impairments using an egocentric 360-degree camera.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Anomaly detection for people with visual impairments using an egocentric 360-degree camera

Reference 40

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This paper cites Liang, Kristen Grauman, Matt Feiszli, and Weiyao Wang.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Liang, Kristen Grauman, Matt Feiszli, and Weiyao Wang

Reference 41

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This paper cites Act360: An efficient 360-degree action detection and summarization framework for mission-critical training and debriefing, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Act360: An efficient 360-degree action detection and summarization framework for mission-critical training and debriefing, 2025

Reference 42

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Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 43

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This paper cites The tensor brain: A unified theory of perception, memory, and semantic decoding.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The tensor brain: A unified theory of perception, memory, and semantic decoding

Reference 44

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This paper cites Fire Administration.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Fire Administration

Reference 45

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This paper cites A hybrid method for fire detection based on spatial and temporal patterns.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A hybrid method for fire detection based on spatial and temporal patterns

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.748311Z

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This paper cites Ai-driven multi-stage computer vision system for defect detection in laser-engraved industrial nameplates, 2025.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Ai-driven multi-stage computer vision system for defect detection in laser-engraved industrial nameplates, 2025

Reference 47

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This paper cites Fasdd: An open-access 100,000-level flame and smoke detection dataset for deep learning in fire detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Fasdd: An open-access 100,000-level flame and smoke detection dataset for deep learning in fire detection

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.434556Z

Source-reported events for the cited work

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Observation ad65636a-9be9-4d39-afe9-4d3993111a31 · outbound

This paper cites Lifelongmemory: Leveraging llms for answering queries in long-form egocentric videos, 2024.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Lifelongmemory: Leveraging llms for answering queries in long-form egocentric videos, 2024

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.322209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 203f2b05-7bf5-49c7-85ea-db0c8bbe8ec6 · outbound

This paper cites A dataset for fire and smoke object detection.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos A dataset for fire and smoke object detection

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.204715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 61494ef7-4d01-4f3a-980b-3233f4d43675 · outbound

This paper cites The best vr training simulations for firefighters.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos The best vr training simulations for firefighters

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:25.066796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5ecdf8ab-e085-4938-ae7c-e8adae5c89ab · outbound

This paper cites Re- act: Synergizing reasoning and acting in language models.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Re- act: Synergizing reasoning and acting in language models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:23.911607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 257fb994-ec13-4309-9f7b-dbf989f53ad8 · outbound

This paper cites Exploiting spatio-temporal knowledge for video action recognition.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Exploiting spatio-temporal knowledge for video action recognition

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:32:24.976342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6604f8a3-852e-449d-b1ea-1f97d7eb1b52 · outbound

This paper cites HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos HACS: Human Action Clips and Segments Dataset for Recognition and Temporal Localization

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T11:32:24.123571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e50f3350-e1d3-4a59-a7c2-f81a7219877e · outbound

This paper cites frame_path.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos frame_path

Reference 55

Resolution: malformed identifier; raw_fallback, observed 2026-08-07T11:32:24.856418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 12457f4b-f9a1-48b9-890e-2db1f728f520 · outbound

This paper cites an unresolved cited work.

Fire360: A Benchmark for Robust Perception and Episodic Memory in Degraded 360-Degree Firefighting Videos Unresolved cited work

Reference 2024

Resolution: parse uncertain; no resolver link, observed 2026-08-07T11:32:21.904513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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