HARD-POSITIVE PROTOTYPICAL NETWORKS FOR FEW-SHOT CLASSIFICATION

Hard-Positive Prototypical Networks for Few-Shot Classification

Prominent prototype-based classification (PbC) approaches, such as Prototypical Networks (ProtoNet), use the average of samples within a class as the class prototype.In these methods which we call Mean-PbC, a discriminant classifier is defined based on the minimum Mahalanobis distance from class prototypes.It is well known that if the data Anti-fri

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An Automatic Digital Audio Authentication/Forensics System

With the continuous rise in ingenious forgery, a wide face-mask range of digital audio authentication applications are emerging as a preventive and detective control in real-world circumstances, such as forged evidence, breach of copyright protection, and unauthorized data access.To investigate and verify, this paper presents a novel automatic auth

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Isolation and characterization of Bacillus sp. HSY32 and its toxin gene for potential biological control of plant parasitic nematode

Abstract Plant parasitic nematodes (PPNs) cause significant damage to crop production worldwide, leading to substantial economic losses.Conventional chemical nematicides are effective but frequently associated with environmental and health hazards.In response, biological control methods, particularly the use of microbial pesticides, have emerged as

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