Image Compression Quotes

To some, the image of a pale body glimmering on a dark night whispers of defeat. What good is a God who does not control his Son's suffering? But another sound can be heard: the shout of a God crying out to human beings, "I LOVE YOU." Love was compressed for all history in that lonely figure on the cross, who said that he could call down angels at any moment on a rescue mission, but chose not to - because of us. At Calvary, God accepted his own unbreakable terms of justice. Any discussion of how pain and suffering fit into God's scheme ultimately leads back to the cross.

When I was little, my brother drew an image for me on the train ride home from the academy. It was a map of Internment, only instead of the real city, he'd drawn a castle for the clock tower. And the buildings were all different somehow. Mysterious. And right at the edge he drew a ladder that went down and disappeared into the clouds. It was the most spectacular thing I'd ever seen, and getting ready for my bath that night, I discovered it had fallen from a hole on my skirt pocket. I wanted to go out and look for it, but my mother told me the sweepers had already come. The paper would be collected with all the other forgotten-about things and it would be compressed and recycled into something new. I looked for it the next day, anyway, to no avail. I couldn't believe such a wonderful thing could be destroyed so simply. I learned that it could. Anything could be destroyed.

When I change I change fast. The moon drags the whatever-it-is up from the earth and it goes through me with crazy wriggling impatience. I picture it as an electrical discharge, entering at my soles and racing upwards in haywire detonations that shock the bones and explode the neurons. The magic's dark red, violent, compressed. I get random flashes of mundane memory-- pushing a shopping cart around Met Foods; opening my apartment window; standing on a subway platform; saying to someone, No, that's carbohydrates in the evenings-- intercut with images of the kills; a white male body on an oil-stained warehouse floor; a solitary trailer with a storm lamp burning; a female thigh releasing a dark arc of blood; my clawed hand scooping out a still-hot heart. This is the Curse's neatest trick: one type of memory doesn't destroy the other. It's still you. It's still all you. You wouldn't think you were built to bear such opposites, but you are. You'd think the system would crash, but it doesn't.

Jule was a poet—poetry was like psi, she said, like thought, a thing that compressed images to essence.

Time comes, and this tremendous flash out there is so bright that I duck, and I see this purple splotch on the floor of the truck. I said, “That’s not it. That’s an after-image.” So I look back up, and I see this white light changing into yellow and then into orange. Clouds form and disappear again—from the compression and expansion of the shock wave. Finally, a big ball of orange, the center that was so bright, becomes a ball of orange that starts to rise and billow a little bit and get a little black around the edges, and then you see it’s a big ball of smoke with flashes on the inside of the fire going out, the heat. All this took about one minute. It was a series from bright to dark, and I had seen it. I am about the only guy who actually looked at the damn thing—the first Trinity test. Everybody else had dark glasses, and the people at six miles couldn’t see it because they were all told to lie on the floor. I’m probably the only guy who saw it with the human eye.

Hardy’s astonishing technical versatility has won the admiration of major poets from Ezra Pound and Cecil Day Lewis to Philip Larkin. Among other genres he employs the lyric, narrative, ballads, and the sonnet. He also moves easily between the amplitude of dramatic monologue and the compression of imagism. He experiments continually with an ingenious variety of stanza forms and rhyme schemes, rejecting the fluidity of contemporary poetry for his own idiosyncratic style, based on a real understanding of the variety of speech rhythms and registers. Each individual poem is designed to express in its language and form, and with utter honesty, Hardy’s impressions of life.

Mine, mine. Fear, idolatry, hoarding. The delight and terror of the fetishist. Fully conscious of my folly, I’d downloaded pictures of it to my computer and my phone so I could gloat upon the image in private, brushstrokes rendered digitally, a scrap of seventeenth-century sunlight compressed into dots and pixels, but the purer the color, the richer the sense of impasto, the more I hungered for the thing itself, the irreplaceable, glorious, light-rinsed object.

One of the more successful attempts—commercially at least—was The ABC of Relativity by the mathematician and philosopher Bertrand Russell. In it, Russell employed an image that has been used many times since. He asked the reader to envision a train one hundred yards long moving at 60 percent of the speed of light. To someone standing on a platform watching it pass, the train would appear to be only eighty yards long and everything on it would be similarly compressed. If we could hear the passengers on the train speak, their voices would sound slurred and sluggish, like a record played at too slow a speed, and their movements would appear similarly ponderous. Even the clocks on the train would seem to be running at only four-fifths of their normal speed.

Time comes, and this tremendous flash out there is so bright that I duck, and I see this purple splotch on the floor of the truck. I said, “That’s not it. That’s an after-image.” So I look back up, and I see this white light changing into yellow and then into orange. Clouds form and disappear again—from the compression and expansion of the shock wave. Finally, a big ball of orange, the center that was so bright, becomes a ball of orange that starts to rise and billow a little bit and get a little black around the edges, and then you see it’s a big ball of smoke with flashes on the inside of the fire going out, the heat. All this took about one minute. It was a series from bright to dark, and I had seen it. I am about the only guy who actually looked at the damn thing—the first Trinity test. Everybody else had dark glasses, and the people at six miles couldn’t see it because they were all told to lie on the floor. I’m probably the only guy who saw it with the human eye. Finally, after about a minute and a half, there’s suddenly a tremendous noise—BANG, and then a rumble, like thunder—and that’s what convinced me. Nobody had said a word during this whole thing. We were all just watching quietly. But this sound released everybody—released me particularly because the solidity of the sound at that distance meant that it had really worked. The man standing next to me said, “What’s that?” I said, “That was the Bomb.

became a blurry swirl of shapes and colors narrowing into a luminous spot of white light at the end of a black anoxic tunnel and dissolving into a rapid series of bright sharp images that I recognized at once from my childhood: long forgotten memories of important moments flashing by faster than anything I’d ever experienced, twenty to thirty frames a second, each one of them original, like perfect photographic slides from the archives of my young life, every scene compressed into a complete story with sights and sounds and smells and feelings from the time. Each image was euphoric, rapturous. The smiling face of my beautiful young mother / a gentle touch from her hand on my face / absorbing her love / playing in the sand at the seashore with my father / waves washing up on the beach / feeling the strength and security of his presence / soothing, kind-hearted praise from a teacher at school / faces and voices of adoring aunts and uncles / steam trains coming in at the local railroad station / hearing myself say “choo-choo” / the excitement of shared discovery with my brother on Christmas morning / running free through a familiar forest with a happy dog / hitting a baseball hard and hearing encouraging cries from my parents behind me in the bleachers / shooting baskets in a backyard court with a buddy from high school / a tender kiss from the soft warm lips of a lovely teenage girl / the encouraging thrust of her stomach and thighs against mine.

Hannah Winter was sixty all of a sudden, as women of sixty are. Just yesterday - or the day before, at most - she had been a bride of twenty in a wine-coloured silk wedding gown, very stiff and rich. And now here she was, all of a sudden, sixty. (...) This is the way it happened! She was rushing along Peacock Alley to meet her daughter Marcia. Anyone who knows Chicago knows that smoke-blackened pile, the Congress Hotel; and anyone who knows the Congress Hotel has walked down that glittering white marble crypt called Peacock Alley. It is neither so glittering nor so white nor, for that matter, so prone to preen itself as it was in the hotel's palmy '90s. But it still serves as a convenient short cut on a day when Chicago's lake wind makes Michigan Boulevard a hazard, and thus Hannah Winter was using it. She was to have met Marcia at the Michigan Boulevard entrance at two, sharp. And here it was 2.07. When Marcia said two, there she was at two, waiting, lips slightly compressed. (...) So then here it was 2.07, and Hannah Winter, rather panicky, was rushing along Peacock Alley, dodging loungers, and bell-boys, and traveling salesmen and visiting provincials and the inevitable red-faced delegates with satin badges. In her hurry and nervous apprehension she looked, as she scuttled down the narrow passage, very much like the Rabbit who was late for the Duchess's dinner. Her rubber-heeled oxfords were pounding down hard on the white marble pavement. Suddenly she saw coming swiftly toward her a woman who seemed strangely familiar - a well-dressed woman, harassed-looking, a tense frown between her eyes, and her eyes staring so that they protruded a little, as one who runs ahead of herself in her haste. Hannah had just time to note, in a flash, that the woman's smart hat was slightly askew and that, though she walked very fast, her trim ankles showed the inflexibility of age, when she saw that the woman was not going to get out of her way. Hannah Winter swerved quickly to avoid a collision. So did the other woman. Next instant Hannah Winter brought up with a crash against her own image in that long and tricky mirror which forms a broad full-length panel set in the marble wall at the north end of Peacock Alley. Passerby and the loungers on near-by red plush seats came running, but she was unhurt except for a forehead bump that remained black-and-blue for two weeks or more. The bump did not bother her, nor did the slightly amused concern of those who had come to her assistance. She stood there, her hat still askew, staring at this woman - this woman with her stiff ankles, her slightly protruding eyes, her nervous frown, her hat a little sideways - this stranger - this murderess who had just slain, ruthlessly and forever, a sallow, high-spirited girl of twenty in a wine-coloured silk wedding gown.

He’s not perfect, and he has committed his share of sins, the same as any man. But you have let that one moment, when he was at his weakest, overwhelm the entirety of your life together. You have compressed him, the whole of his life, into that one frozen afternoon, that sliver of him that was most flawed. In your mind, you traced that captured image again and again, until the person was erased by the stencil.

The River Between, by James Ngugi (later Ngugi wa Thiongo), redoes Heart of Darkness by inducing life into Conrad’s river on the very first page. ‘The river was called Honia, which meant cure, or bring-back-to-life. Honia river never dried: it seemed to possess a strong will to live, scorning droughts and weather changes. And it went on in the very same way, never hurrying, never hesitating. People saw this and were happy.’51 Conrad’s images of river, exploration, and mysterious setting are never far from our awareness as we read, yet they are quite differently weighted, differently—even jarringly—experienced in a deliberately understated, self-consciously unidiomatic and austere language. In Ngugi the white man recedes in importance—he is compressed into a single missionary figure emblematically called Livingstone—although his influence is felt in the divisions that separate the villages, the riverbanks, and the people from one another. In the internal conflict ravaging Waiyaki’s life, Ngugi powerfully conveys the unresolved tensions that will continue well after the novel ends and that the novel makes no effort to contain. A new pattern, suppressed in Heart of Darkness, appears, out of which Ngugi generates a new mythos, whose tenuous course and final obscurity suggest a return to an African Africa. And in Tayb Salih’s Season of Migration to the North, Conrad’s river is now the Nile, whose waters rejuvenate its peoples, and Conrad’s first-person British narrative style and European protagonists are in a sense reversed, first through the use of Arabic; second in that Salih’s novel concerns the northward voyage of a Sudanese to Europe; and third, because the narrator speaks from a Sudanese village.

Elvi had the sudden, powerful and disjointed memory of an art exhibit she’d seen as a girl. There had been a high-resolution image of a bicycle in a ditch outside the ruins of Glasgow. The aftermath of disaster in a single image, as compressed and eloquent as a poem.

When I am carrying an object such as a ruler, and moving fast compared to you, my ruler will be measured by you to be smaller than it is for me. I might measure it to be 10 cm, say: [Image] But to you, it might appear to be merely 6 cm: [Image] Surely, this is an illusion, you might say, because how could the same object have two different lengths? The atoms can’t be compressed together for you, but not for me. Once again, we return to the question of what is “real.” If every measurement you can perform on my ruler tells you it is 6 cm long, then it is 6 cm long. “Length” is not an abstract quantity but requires a measurement. Since measurement is observer dependent, so is length. To see this is possible while illuminating another of relativity’s slippery catch-22s, consider one of my favorite examples. Say I have a car that is twelve feet long, and you have a garage that is eight feet deep. My car will clearly not fit in your garage: [Image] But, relativity implies that if I am driving fast, you will measure my car to be only, say, six feet long, and so it should fit in your garage, at least while the car is moving: [Image] However, let’s view this from my vantage point. For me, my car is twelve feet long, and your garage is moving toward me fast, and it now is measured by me to be not eight feet deep, but rather four feet deep: [Image] Thus, my car clearly cannot fit in your garage. So which is true? Clearly my car cannot both be inside the garage and not inside the garage. Or can it? Let’s first consider your vantage point, and imagine that you have fixed big doors on the front of your garage and the back of your garage. So that I don’t get killed while driving into it, you perform the following. You have the back door closed but open the front door so my car can drive in. When it is inside, you close the front door: [Image] However, you then quickly open the back door before the front of my car crashes, letting me safely drive out the back: [Image] Thus, you have demonstrated that my car was inside your garage, which of course it was, because it is small enough to fit in it. However, remember that, for me, the time ordering of distant events can be different. Here is what I will observe. I will see your tiny garage heading toward me, and I will see you open the front door of the garage in time for the front of my car to pass through. I will then see you kindly open the back door before I crash: [Image] After that, and after the back of my car is inside the garage, I will see you close the front door of your garage: [Image] As will be clear to me, my car was never inside your garage with both doors closed at the same time because that is impossible. Your garage is too small. “Reality” for each of us is simply based on what we can measure. In my frame the car is bigger than the garage. In your frame the garage is bigger than my car. Period. The point is that we can only be in one place at one time, and reality where we are is unambiguous. But what we infer about the real world in other places is based on remote measurements, which are observer dependent.

A photograph, which used to be a pattern of pigment on a sheet of chemically coated paper, is not a string of numbers, each one representing the brightness and color of a pixel. An image captured on a 4-megapixel camera is a list of 4 million numbers-no small commitment of memory for the device shooting the picture. But these numbers are highly correlated with each other. If one pixel is bright green, the next one over likely to be as well. The actual information contained in the image is much less than 4 million numbers' worth-and it's precisely this fact that makes it possible to have compression, the critical mathematical technology that allows images, videos, music, and text to be stored in much smaller spaces than you'd think. The presence of correlation makes compression possible; actually doing it involves much more modern ideas, like the theory of wavelets developed in the 1970s and 80s by Jean Morlet, Stephane Mallat, Yves Meyer, Ingrid Daubechies, and others; and the rapidly developing area of compressed sensing, which started with a 2005 paper by Emmanuel Candes, Justin Romberg, and Terry Tao, and has quickly become its own active subfield of applied math.

Fractal image compression can even guess, by interpolation, what lies outside the frame of a picture.

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The process of creating .jpgs is synonymous with the process of throwing away information. 12-bits of data per channel from the sensor gets squeezed into 8 bits of data per channel (giving up some tonality and fine shades of color). A little bit of dynamic range gets lost too.  Then Lots of visual information that the human brain cannot perceive gets thrown away, which is what’s responsible for JPG’s famously small size.  If there is a lot of high-frequency detail in the image, then that gets replaced by what’s called a .jpg compression artifact (which I describe in a couple of sections).  Then the compressed .jpg image file is written to the memory card, and then the raw information from which the .jpg was produced is discarded (unless you were wise enough to shoot in RAW + JPG mode). 

Plaster holo screens against a mountain a full kilometer high, covering it until it glitters with a half million dancing images. Each holo used a quarter of a million pixels to shape its image, so the array musters immense representational power. Now compress those screens on a sheet of aluminum foil a millimeter thick. Crumple it. Stuff it into a grapefruit. That is the brain, a hundred billion neurons firing at varying intensities. Nature had accomplished that miracle,

with the behavior of the universe before the Big Bang a nearly mirror image of its behavior after the Big Bang. Until fourteen billion years ago, the universe was contracting. It reached a minimum size at the Big Bang (which we call t = 0) and has been expanding ever since, like a Slinky that falls to the floor, reaches a maximum compression upon impact, and then bounces back to larger dimensions.

In art we can compress the present and the past into a time capsule - pass it forward into the future. It can be done via images but words do more. There is a level to them. There is an imprint within them. We alter compositionally in relation that interaction. The virus of words is not outside us - it is wholly within us.

Use manual sanity checks in data pipelines. When optimizing data processing systems, it’s easy to stay in the “binary mindset” mode, using tight pipelines, efficient binary data formats, and compressed I/O. As the data passes through the system unseen, unchecked (except for perhaps its type), it remains invisible until something outright blows up. Then debugging commences. I advocate sprinkling a few simple log messages throughout the code, showing what the data looks like at various internal points of processing, as good practice — nothing fancy, just an analogy to the Unix head command, picking and visualizing a few data points. Not only does this help during the aforementioned debugging, but seeing the data in a human-readable format leads to “aha!” moments surprisingly often, even when all seems to be going well. Strange tokenization! They promised input would always be encoded in latin1! How did a document in this language get in there? Image files leaked into a pipeline that expects and parses text files! These are often insights that go way beyond those offered by automatic type checking or a fixed unit test, hinting at issues beyond component boundaries. Real-world data is messy. Catch early even things that wouldn’t necessarily lead to exceptions or glaring errors. Err on the side of too much verbosity.

Suppose we wanted to transmit this knowledge, everything we had ever learned, to another world. First we would want to make the representation as compact as possible. By squeezing out redundancies we could compress the number so that it would occupy smaller and smaller spaces. In fact, if we are adept enough we can represent the number in a manner that requires almost no space whatsoever. We simply take the long string of digits and put a decimal point in front of it so that it becomes a fraction between 0 and 1, a mere point on a line. Then we choose a smooth stick and declare one end 0 and the other end 1. Measuring carefully, we make a notch in the stick -- a point on the continuum representing the number. All of our history, our philosophy, our music, our art, our science -- everything we know would be implicit in that single mark. To retrieve the world's knowledge, one would measure the distance of the notch from the end of the stick, then convert the number back into the books, the music, the images. The success of the scheme would depend on the fineness of the mark and the exactness of the measurement. The slightest imprecision would cause whole Libraries of Alexandria to burn. [...] Suppose the medicine men of Otowi had discovered this trick. Suppose, contrary to all evidence, that they had developed a written language, a number system, and tools of enough precision to encode a single book of sacred knowledge into the notch of a prayer stick -- the very book, perhaps, that explains what the symbols on the rock walls mean. And suppose a hiker, exploring one day in the caves above Otowi, found the stick. Could the knowledge be recovered? [...] Aliens trying to decode our records might recognize what seemed to be deliberate patterns in the markings of ink on pages or the fluctuating magnetic fields of computer disks (though, again, if the information had been highly compressed, it would be harder and harder to distinguish from randomness). If they persisted, would they find truths to marvel at, signs of kindred minds? Or would they even recognize the books and tapes as things that might be worth analyzing? One can't go around measuring every notch on every stick.

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