In gazing at our feet, we behold Earth and the boundless cosmos.
Over-Scaled：Astronomical Diagram
超像素：天文图示
“当我们看着自己的脚下，同时望向的是地球与整个宇宙。”
当这些像素点被无限放大，让观者直面它们的粗糙本质时，"过度解析"的影像孕育出一种质朴平滑的视觉体验。放大并没有带来影像"真实再现"的期待，反而令其分解为我们能够观测的基础单位——像素颗粒。“超像素”是基于传统 像素增强 这一行为下，使用人工智能算法对其图像增强的极限进行探索，进而展示出数字影像“原初”与“终焉”的面貌。
通过人为干预的超像素方式，这些无限放大的失真像素被输入人工智能算法进行超分辨率重建。由此产生的，是一片基于“人类共识”（算法数据库）所构筑的”虚妄之境”（生成图像）。它们宛如一扇扇透镜般的窗口，让我们的视线触及到那如同“一沙一世界”具象存在的微观境界。纷繁缭乱、错综复杂的结构所汇聚成的想象之域。
正如金刚经所提:「一切有为法,如梦幻泡影」
数字影像亦是如此，它由无数像素点汇聚而成，却能用图像复现出人类世界。但其基础根本——粗糙而平静的像素，自始至终透露着一种"万物皆空，空亦为有"的存在状态。
在“超像素”的过程中，单纯的像素组进行了变换与扩增，每一组被”解码”的像素点，各自作为“窗口”映射出一个独立的微缩世界切片，像素间的“因缘和合”以一种图像的方式通过算法重新生成，原本失真分离的点块被赋予新的相貌。如同这无常虚空的宇宙，消亡与诞生并存，不垢不净，不增不减。
“面对大海，无助的我们凭借对真理的一味追求，欲望驱动我们扬帆起航，愚钝而英勇地前往未知。”
"When we gaze at our feet, we are simultaneously beholding the Earth and the entire cosmos."
In "Over-Scaled", pixels pushed beyond their resolution limits confront viewers with their granular essence. The paradox unfolds: "over-interpretation" of these infinitely magnified fragments generates an unexpected visual purity. What begins as a pursuit of "authentic representation" collapses into its elemental units - pixel particulates laid bare. This project interrogates the terminal thresholds of AI-driven super-resolution, using algorithmic enhancement to simultaneously expose digital imagery's embryonic purity and entropic demise.
These distorted pixel-scapes - artificially over-scaled beyond recognition - become raw material for AI reconstruction. The output manifests as "consensus hallucinations" : synthetic vistas forged from humanity's visual memory (training datasets). Each acts as a quantum lens, materializing the poetic notion of "infinite worlds within a pixel's bounds" through fractalized microcosms. These hallucinated architectures pulse with chaotic order, their intricate lattices echoing both neural pathways and cosmic webs.
As the Diamond Sutra declares: "All conditioned phenomena are like dreams, illusions, bubbles, shadows."
"Over-Scaled" materializes this truth. Digital images - seemingly concrete yet fundamentally void - reconstruct reality through pixel-voids. Their atomic units oscillate between crude materiality and transcendent emptiness, embodying the Buddhist paradox: "Form is emptiness, emptiness is form."
The process transforms pixel clusters into generative seeds. Each over-scaled fragment, when fed to algorithms, births autonomous world-slices - a digital pataphysics where pixels become portal and cosmos. Their "dependent origination" (pratītyasamutpāda) is computationally reincarnated: disintegrated blocks regain form through algorithmic karma. Here, the universe's eternal cycle - creation preserved in destruction, purity inherent in corruption - mirrors itself in machine vision.
"Facing the ocean, our helplessness compels us to sail forth through singular pursuit of truth, driven by desire to navigate the unknown with foolish courage."
2024