Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387559993> ?p ?o ?g. }
Showing items 1 to 69 of
69
with 100 items per page.
- W4387559993 abstract "Although single object trackers have achieved advanced performance, their large-scale network models make it difficult to apply them on the platforms with limited resources. Moreover, existing lightweight trackers only achieve balance between 2-3 points in terms of parameters, performance, Flops and FPS. To achieve the balance among all 4 points, this paper propose a lightweight full-convolutional Siamese tracker called lightFC. LightFC employs a noval efficient cross-correlation module (ECM) and a noval efficient rep-center head (ERH) to enhance the nonlinear expressiveness of the convoluational tracking pipeline. The ECM adopts an architecture of attention-like module and fuses local spatial and channel features from the pixel-wise correlation fusion features and enhance model nonlinearity with an inversion activation block. Additionally, skip-connections and the reuse of search area features are introduced by the ECM to improve its performance. The ERH reasonably introduces reparameterization technology and channel attention to enhance the nonlinear expressiveness of the center head. Comprehensive experiments show that LightFC achieves a good balance between performance, parameters, Flops and FPS. The precision score of LightFC outperforms MixFormerV2-S by 3.7 % and 6.5 % on LaSOT and TNL2K, respectively, while using 5x fewer parameters and 4.6x fewer Flops. Besides, LightFC runs 2x faster than MixFormerV2-S on CPUs. Our code and raw results can be found at https://github.com/LiYunfengLYF/LightFC" @default.
- W4387559993 created "2023-10-12" @default.
- W4387559993 creator A5002902445 @default.
- W4387559993 creator A5013973657 @default.
- W4387559993 creator A5056168495 @default.
- W4387559993 creator A5070289969 @default.
- W4387559993 creator A5093047713 @default.
- W4387559993 date "2023-10-09" @default.
- W4387559993 modified "2023-10-18" @default.
- W4387559993 title "Lightweight Full-Convolutional Siamese Tracker" @default.
- W4387559993 doi "https://doi.org/10.48550/arxiv.2310.05392" @default.
- W4387559993 hasPublicationYear "2023" @default.
- W4387559993 type Work @default.
- W4387559993 citedByCount "0" @default.
- W4387559993 crossrefType "posted-content" @default.
- W4387559993 hasAuthorship W4387559993A5002902445 @default.
- W4387559993 hasAuthorship W4387559993A5013973657 @default.
- W4387559993 hasAuthorship W4387559993A5056168495 @default.
- W4387559993 hasAuthorship W4387559993A5070289969 @default.
- W4387559993 hasAuthorship W4387559993A5093047713 @default.
- W4387559993 hasBestOaLocation W43875599931 @default.
- W4387559993 hasConcept C111919701 @default.
- W4387559993 hasConcept C113775141 @default.
- W4387559993 hasConcept C121332964 @default.
- W4387559993 hasConcept C154945302 @default.
- W4387559993 hasConcept C158622935 @default.
- W4387559993 hasConcept C173608175 @default.
- W4387559993 hasConcept C2524010 @default.
- W4387559993 hasConcept C2777210771 @default.
- W4387559993 hasConcept C33923547 @default.
- W4387559993 hasConcept C3826847 @default.
- W4387559993 hasConcept C41008148 @default.
- W4387559993 hasConcept C43521106 @default.
- W4387559993 hasConcept C56461940 @default.
- W4387559993 hasConcept C57501372 @default.
- W4387559993 hasConcept C62520636 @default.
- W4387559993 hasConcept C79403827 @default.
- W4387559993 hasConceptScore W4387559993C111919701 @default.
- W4387559993 hasConceptScore W4387559993C113775141 @default.
- W4387559993 hasConceptScore W4387559993C121332964 @default.
- W4387559993 hasConceptScore W4387559993C154945302 @default.
- W4387559993 hasConceptScore W4387559993C158622935 @default.
- W4387559993 hasConceptScore W4387559993C173608175 @default.
- W4387559993 hasConceptScore W4387559993C2524010 @default.
- W4387559993 hasConceptScore W4387559993C2777210771 @default.
- W4387559993 hasConceptScore W4387559993C33923547 @default.
- W4387559993 hasConceptScore W4387559993C3826847 @default.
- W4387559993 hasConceptScore W4387559993C41008148 @default.
- W4387559993 hasConceptScore W4387559993C43521106 @default.
- W4387559993 hasConceptScore W4387559993C56461940 @default.
- W4387559993 hasConceptScore W4387559993C57501372 @default.
- W4387559993 hasConceptScore W4387559993C62520636 @default.
- W4387559993 hasConceptScore W4387559993C79403827 @default.
- W4387559993 hasLocation W43875599931 @default.
- W4387559993 hasOpenAccess W4387559993 @default.
- W4387559993 hasPrimaryLocation W43875599931 @default.
- W4387559993 hasRelatedWork W2971502891 @default.
- W4387559993 hasRelatedWork W2986126107 @default.
- W4387559993 hasRelatedWork W3157397963 @default.
- W4387559993 hasRelatedWork W3183570023 @default.
- W4387559993 hasRelatedWork W3205506801 @default.
- W4387559993 hasRelatedWork W4224939635 @default.
- W4387559993 hasRelatedWork W4287067436 @default.
- W4387559993 hasRelatedWork W4292794827 @default.
- W4387559993 hasRelatedWork W4315697128 @default.
- W4387559993 hasRelatedWork W4382323155 @default.
- W4387559993 isParatext "false" @default.
- W4387559993 isRetracted "false" @default.
- W4387559993 workType "article" @default.