Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387075536> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W4387075536 abstract "Infrared small target detection is a technique for finding small targets from infrared clutter background. Due to the dearth of high-level semantic information, small infrared target features are weakened in the deep layers of the CNN, which underachieves the CNN's representation ability. To address the above problem, in this paper, we propose an infrared low-level network (ILNet) that considers infrared small targets as salient areas with little semantic information. Unlike other SOTA methods, ILNet pays greater attention to low-level information instead of treating them equally. A new lightweight feature fusion module, named Interactive Polarized Orthogonal Fusion module (IPOF), is proposed, which integrates more important low-level features from the shallow layers into the deep layers. A Dynamic One-Dimensional Aggregation layers (DODA) are inserted into the IPOF, to dynamically adjust the aggregation of low dimensional information according to the number of input channels. In addition, the idea of ensemble learning is used to design a Representative Block (RB) to dynamically allocate weights for shallow and deep layers. Experimental results on the challenging NUAA-SIRST (78.22% nIoU and 1.33e-6 Fa) and IRSTD-1K (68.91% nIoU and 3.23e-6 Fa) dataset demonstrate that the proposed ILNet can get better performances than other SOTA methods. Moreover, ILNet can obtain a greater improvement with the increasement of data volume. Training code are available at https://github.com/Li-Haoqing/ILNet." @default.
- W4387075536 created "2023-09-27" @default.
- W4387075536 creator A5034761291 @default.
- W4387075536 creator A5039055847 @default.
- W4387075536 creator A5047577561 @default.
- W4387075536 creator A5048798891 @default.
- W4387075536 date "2023-09-24" @default.
- W4387075536 modified "2023-09-28" @default.
- W4387075536 title "ILNet: Low-level Matters for Salient Infrared Small Target Detection" @default.
- W4387075536 doi "https://doi.org/10.48550/arxiv.2309.13646" @default.
- W4387075536 hasPublicationYear "2023" @default.
- W4387075536 type Work @default.
- W4387075536 citedByCount "0" @default.
- W4387075536 crossrefType "posted-content" @default.
- W4387075536 hasAuthorship W4387075536A5034761291 @default.
- W4387075536 hasAuthorship W4387075536A5039055847 @default.
- W4387075536 hasAuthorship W4387075536A5047577561 @default.
- W4387075536 hasAuthorship W4387075536A5048798891 @default.
- W4387075536 hasBestOaLocation W43870755361 @default.
- W4387075536 hasConcept C108583219 @default.
- W4387075536 hasConcept C120665830 @default.
- W4387075536 hasConcept C121332964 @default.
- W4387075536 hasConcept C138885662 @default.
- W4387075536 hasConcept C153180895 @default.
- W4387075536 hasConcept C154945302 @default.
- W4387075536 hasConcept C158355884 @default.
- W4387075536 hasConcept C158525013 @default.
- W4387075536 hasConcept C177264268 @default.
- W4387075536 hasConcept C17744445 @default.
- W4387075536 hasConcept C199360897 @default.
- W4387075536 hasConcept C199539241 @default.
- W4387075536 hasConcept C2524010 @default.
- W4387075536 hasConcept C2776359362 @default.
- W4387075536 hasConcept C2776401178 @default.
- W4387075536 hasConcept C2776760102 @default.
- W4387075536 hasConcept C2777210771 @default.
- W4387075536 hasConcept C2780719617 @default.
- W4387075536 hasConcept C33923547 @default.
- W4387075536 hasConcept C41008148 @default.
- W4387075536 hasConcept C41895202 @default.
- W4387075536 hasConcept C94625758 @default.
- W4387075536 hasConceptScore W4387075536C108583219 @default.
- W4387075536 hasConceptScore W4387075536C120665830 @default.
- W4387075536 hasConceptScore W4387075536C121332964 @default.
- W4387075536 hasConceptScore W4387075536C138885662 @default.
- W4387075536 hasConceptScore W4387075536C153180895 @default.
- W4387075536 hasConceptScore W4387075536C154945302 @default.
- W4387075536 hasConceptScore W4387075536C158355884 @default.
- W4387075536 hasConceptScore W4387075536C158525013 @default.
- W4387075536 hasConceptScore W4387075536C177264268 @default.
- W4387075536 hasConceptScore W4387075536C17744445 @default.
- W4387075536 hasConceptScore W4387075536C199360897 @default.
- W4387075536 hasConceptScore W4387075536C199539241 @default.
- W4387075536 hasConceptScore W4387075536C2524010 @default.
- W4387075536 hasConceptScore W4387075536C2776359362 @default.
- W4387075536 hasConceptScore W4387075536C2776401178 @default.
- W4387075536 hasConceptScore W4387075536C2776760102 @default.
- W4387075536 hasConceptScore W4387075536C2777210771 @default.
- W4387075536 hasConceptScore W4387075536C2780719617 @default.
- W4387075536 hasConceptScore W4387075536C33923547 @default.
- W4387075536 hasConceptScore W4387075536C41008148 @default.
- W4387075536 hasConceptScore W4387075536C41895202 @default.
- W4387075536 hasConceptScore W4387075536C94625758 @default.
- W4387075536 hasLocation W43870755361 @default.
- W4387075536 hasOpenAccess W4387075536 @default.
- W4387075536 hasPrimaryLocation W43870755361 @default.
- W4387075536 hasRelatedWork W2061939590 @default.
- W4387075536 hasRelatedWork W2134990190 @default.
- W4387075536 hasRelatedWork W2363993642 @default.
- W4387075536 hasRelatedWork W2382607599 @default.
- W4387075536 hasRelatedWork W2521850565 @default.
- W4387075536 hasRelatedWork W2546942002 @default.
- W4387075536 hasRelatedWork W2738221750 @default.
- W4387075536 hasRelatedWork W2970216048 @default.
- W4387075536 hasRelatedWork W2978744676 @default.
- W4387075536 hasRelatedWork W4207060549 @default.
- W4387075536 isParatext "false" @default.
- W4387075536 isRetracted "false" @default.
- W4387075536 workType "article" @default.