1. A system for secure image recognition comprising a secure biometric recognition system configured to work directly with encrypted templates and encrypted query features, said secure biometric recognition system comprising an input order-preserving quantization system and a homomorphic encryption system configured for noninteractive biometric recognition in a single communication round using a hardware processor, wherein: a first party utilizes the input order-preserving quantization system to quantify a query feature vector and utilizes the homomorphic encryption system to encrypt the quantized query feature vector, the first party sends the quantized and encrypted query feature vector to a second party that owns a database of encrypted templates but cannot decrypt them and cannot decrypt the received quantized and encrypted query feature vector, the second party utilizes the homomorphic encryption system to calculate an encrypted biometric recognition result using the encrypted templates and the quantized and encrypted query feature vector, the second party sends the encrypted biometric recognition result to the first party who decrypts it to obtain a decrypted biometric recognition result.