Imagine stepping into an artist’s studio where the canvas continuously evolves, reflecting myriad human faces, each unique yet impeccably designed. This isn't the plot of a futuristic novel but the reality of today's tech-driven world where AI face generators are setting new benchmarks in the understanding of beauty.

Artificial intelligence has seamlessly integrated into our lives, significantly impacting various domains including art and design. Of particular interest is the AI-generated face, a phenomenon enabled by sophisticated algorithms that analyze thousands of human features to create a wide array of facial images that can both mirror and transcend human beauty standards.

AI face generators operate by learning from diverse databases of facial images, refining themselves through a feedback loop that continuously enhances their output. The tech uses generative adversarial networks (GANs) - a class of machine learning frameworks - wherein two models contest with each other to generate new, synthetic instances of data that can pass for real data. In the case of face generator AI, one part of the network creates faces, while the other evaluates them. Through this process, AI learns to produce images with precision, often indistinguishable from real human faces.

One pivotal application of these face generators is in redefining aesthetic norms. Traditionally, beauty standards have been narrowly defined and often exclude many traits, favoring particular ethnicities, skin colors, or facial structures. However, as AI generates faces by blending countless human features from various races and ethnic backgrounds, it presents a more inclusive array of beauty standards that could potentially challenge existing biases.

Moreover, AI-generated faces are not just revolutionizing perceptions of beauty but are also enhancing related industries. In fashion and advertising, brands can use these generated images to feature a more diverse representation of human faces without the logistical hurdles of traditional photoshoots. Similarly, in film and gaming, realistic yet varied AI-generated characters can lead to richer storytelling and gaming experiences.

Evoking both intrigue and concern, the rise of the AI face generator stirs ethical debates around identity and authenticity. The capability to create countless unique faces invites questions about the ownership of digital identities and the implications of creating faces that might resemble real individuals without their consent.

Despite these challenges, the potential of AI in crafting new aesthetics and transforming visual media is undeniable. Artists and designers are finding exciting ways to collaborate with AI tools, using them to inspire creativity rather than replace human input. What emerges from this synergy is an extended palette of human representation, pushing forward the frontiers of perceived beauty.

Face generator AI showcases not just a technological achievement but a cultural shift towards embracing a broader spectrum of beauty and identity. As we navigate this evolving landscape, the blend of technology and human creativity promises to paint an ever more inclusive and diverse picture of human beauty. Thus, the true beauty in this development may lie not just in the faces it creates but in the doors it opens towards greater acceptance and appreciation of diversity.