Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380135879> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4380135879 abstract "Gait recognition aims at identifying the pedestrians at a long distance by their biometric gait patterns. It is inherently challenging due to the various covariates and the properties of silhouettes (textureless and colorless), which result in two kinds of pair-wise hard samples: the same pedestrian could have distinct silhouettes (intra-class diversity) and different pedestrians could have similar silhouettes (inter-class similarity). In this work, we propose to solve the hard sample issue with a Memory-augmented Progressive Learning network (GaitMPL), including Dynamic Reweighting Progressive Learning module (DRPL) and Global Structure-Aligned Memory bank (GSAM). Specifically, DRPL reduces the learning difficulty of hard samples by easy-to-hard progressive learning. GSAM further augments DRPL with a structure-aligned memory mechanism, which maintains and models the feature distribution of each ID. Experiments on two commonly used datasets, CASIA-B and OU-MVLP, demonstrate the effectiveness of GaitMPL. On CASIA-B, we achieve the state-of-the-art performance, i.e., 88.0% on the most challenging condition (Clothing) and 93.3% on the average condition, which outperforms the other methods by at least 3.8% and 1.4%, respectively." @default.
- W4380135879 created "2023-06-10" @default.
- W4380135879 creator A5000675851 @default.
- W4380135879 creator A5005196775 @default.
- W4380135879 creator A5037049534 @default.
- W4380135879 creator A5048636701 @default.
- W4380135879 creator A5058879520 @default.
- W4380135879 creator A5092130620 @default.
- W4380135879 date "2023-06-06" @default.
- W4380135879 modified "2023-09-25" @default.
- W4380135879 title "GaitMPL: Gait Recognition with Memory-Augmented Progressive Learning" @default.
- W4380135879 doi "https://doi.org/10.48550/arxiv.2306.04650" @default.
- W4380135879 hasPublicationYear "2023" @default.
- W4380135879 type Work @default.
- W4380135879 citedByCount "0" @default.
- W4380135879 crossrefType "posted-content" @default.
- W4380135879 hasAuthorship W4380135879A5000675851 @default.
- W4380135879 hasAuthorship W4380135879A5005196775 @default.
- W4380135879 hasAuthorship W4380135879A5037049534 @default.
- W4380135879 hasAuthorship W4380135879A5048636701 @default.
- W4380135879 hasAuthorship W4380135879A5058879520 @default.
- W4380135879 hasAuthorship W4380135879A5092130620 @default.
- W4380135879 hasBestOaLocation W43801358791 @default.
- W4380135879 hasConcept C103278499 @default.
- W4380135879 hasConcept C115961682 @default.
- W4380135879 hasConcept C119857082 @default.
- W4380135879 hasConcept C127413603 @default.
- W4380135879 hasConcept C138885662 @default.
- W4380135879 hasConcept C151800584 @default.
- W4380135879 hasConcept C153180895 @default.
- W4380135879 hasConcept C154945302 @default.
- W4380135879 hasConcept C184297639 @default.
- W4380135879 hasConcept C22212356 @default.
- W4380135879 hasConcept C2776401178 @default.
- W4380135879 hasConcept C2777113093 @default.
- W4380135879 hasConcept C2777212361 @default.
- W4380135879 hasConcept C41008148 @default.
- W4380135879 hasConcept C41895202 @default.
- W4380135879 hasConcept C42407357 @default.
- W4380135879 hasConcept C86803240 @default.
- W4380135879 hasConceptScore W4380135879C103278499 @default.
- W4380135879 hasConceptScore W4380135879C115961682 @default.
- W4380135879 hasConceptScore W4380135879C119857082 @default.
- W4380135879 hasConceptScore W4380135879C127413603 @default.
- W4380135879 hasConceptScore W4380135879C138885662 @default.
- W4380135879 hasConceptScore W4380135879C151800584 @default.
- W4380135879 hasConceptScore W4380135879C153180895 @default.
- W4380135879 hasConceptScore W4380135879C154945302 @default.
- W4380135879 hasConceptScore W4380135879C184297639 @default.
- W4380135879 hasConceptScore W4380135879C22212356 @default.
- W4380135879 hasConceptScore W4380135879C2776401178 @default.
- W4380135879 hasConceptScore W4380135879C2777113093 @default.
- W4380135879 hasConceptScore W4380135879C2777212361 @default.
- W4380135879 hasConceptScore W4380135879C41008148 @default.
- W4380135879 hasConceptScore W4380135879C41895202 @default.
- W4380135879 hasConceptScore W4380135879C42407357 @default.
- W4380135879 hasConceptScore W4380135879C86803240 @default.
- W4380135879 hasLocation W43801358791 @default.
- W4380135879 hasOpenAccess W4380135879 @default.
- W4380135879 hasPrimaryLocation W43801358791 @default.
- W4380135879 hasRelatedWork W1581329577 @default.
- W4380135879 hasRelatedWork W2067275498 @default.
- W4380135879 hasRelatedWork W2117220442 @default.
- W4380135879 hasRelatedWork W2288016908 @default.
- W4380135879 hasRelatedWork W2315459412 @default.
- W4380135879 hasRelatedWork W2356621584 @default.
- W4380135879 hasRelatedWork W2373535792 @default.
- W4380135879 hasRelatedWork W2378705916 @default.
- W4380135879 hasRelatedWork W3207692683 @default.
- W4380135879 hasRelatedWork W2185710410 @default.
- W4380135879 isParatext "false" @default.
- W4380135879 isRetracted "false" @default.
- W4380135879 workType "article" @default.