LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module

Research article (Forests, 2024) · cited 33× · AI/ML
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LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module

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LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module is a scholarly article[1].

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  • LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module's instance of is recorded as scholarly article[2].

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA 4ort.xyz Knowledge Graph. (2026). LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module. Retrieved May 24, 2026, from https://4ort.xyz/entity/ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module
MLA “LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module.
BibTeX @misc{4ortxyz_ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module}}, year = {2026}, url = {https://4ort.xyz/entity/ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): LD-YOLO: A Lightweight Dynamic Forest Fire and Smoke Detection Model with Dysample and Spatial Context Awareness Module — https://4ort.xyz/entity/ld-yolo-a-lightweight-dynamic-forest-fire-and-smoke-detection-model-with-dysample-and-spatial-context-awareness-module (retrieved 2026-05-24)

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