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Мир будущего: управление устройствами с помощью жестов

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Видели в кино, как устройствами управляют с помощью жестов? Сделать такую систему очень просто, а ещё очень дорого. Но всё-таки есть способ сделать её достаточно лёгкой и простой — настолько, чтобы можно было интегрировать в любое устройство с любым процессором, потратив минимальное количество денег.

Привет, Хабр! Это Александр Нагаев, техлид из SberDevices команды R&D компьютерного зрения. Расскажу, как создавать и использовать оптимизированные модели для управления устройствами с помощью жестов.

Как создать такую систему легко, но дорого

Представьте, что хотите сделать управление своим устройством с помощью нескольких динамических жестов — свайпы вправо-влево, вверх-вниз. Как это сделать:

  • собираем большой датасет;

  • на этом датасете обучаем большой 3D-трансформер;

  • для этого арендуем сервер DGX из 16 V100 видеокарт;

  • получаем на выходе скорость инференса в 200мс на GPU или примерно 1,5с инференса на CPU.

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Ура, круто, бежим к тимлиду показывать результаты!

Но есть нюанс: у вас может не быть ни датасета, ни денег на аренду видеокарт, ни времени на обучение таких больших моделей, ни на чём их инферить. Это самое не оптимальное решение, которое точно в прод никогда не пойдёт.

Какие бывают жесты

Управление жестами может пригодиться во множестве ситуаций. Например, на кухне, когда вы что-то готовите, у вас грязные руки, а устройство не оборудовано микрофоном или вы не хотите шуметь. Такое управление устройствами уже реализовано некоторыми автопроизводителями. Например, можно управлять функциями мультимедийной системы автомобиля, не прикасаясь к сенсорному экрану. Была бы полезна и в медицинских устройствах, чтобы доктора, особенно хирурги, лишний раз не касались поверхностей. И для многих других задач. Но чтобы разобраться, как его сделать, нужно понять, а какие бывают жесты.

Жесты можно разделить на две категории:

  1. Статичные: play\ pause, like\ dislike, stop, palm, peace.

Например, вы слушаете музыку и хотите сохранить песню в подборку — достаточно показать лайк устройству, и песня появится в избранном. С помощью статичного жеста также можно поставить паузу или ответить на звонок.

  1. Динамические: Drag-and-drop, swipes, volume up\ down, zoom in\ out.

Динамические жесты позволяют управлять устройством с помощью движения пальцами, например, перетаскивать и перелистывать карточки, уменьшать/увеличивать громкость или размер картинки.

Статичные жесты

В одной из наших работ уже имеется часть статичных жестов — это датасет HaGRID.

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В датасете 18 классов, некоторые из которых можно сразу использовать для интеграции в устройство, например, для статичных жестов вроде лайков. Но для динамических жестов таких датасетов просто нет.

Динамические жесты

Динамический жест можно описать четырьмя элементами:

  1. положение руки;

  2. определённый жест руки;

  3. движение руки;

  4. начало и конец жеста.

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Сначала нужно понять, как расположена рука. Далее определить статичный жест, и движение руки — откуда и в какую сторону она движется.

У динамических жестов есть начало и конец. Например, у свайпов это рука справа/ слева, внизу/вверху, у Drag-and-drop — схватить в одном месте, отпустить — в другом. Для некоторых динамических жестов начало и конец — это один и тот же статичный жест.

Например, мы хотим реализовать свайп вправо. Это значит, что нужно распознать руку, которая показывает влево, а потом — руку, которая показывает вправо, причём строго в такой последовательности. Чтобы это сделать, нужно в первую очередь найти руки, присвоить им класс «распознать жест», и после этого распознать сам переход от одного класса к другому.

Где брать данные и как их использовать

Есть характеристики и требования к датасетам, чтобы реализовать систему управления жестами:

  • В первую очередь нужен датасет для решения задачи детекции рук, ведь чтобы распознавать классы рук, нужно их сначала обнаружить.

  • В датасете должны присутствовать статичные жесты, чтобы сразу присвоить определённой руке класс статичного жеста, и потом привязать к нему второй класс для распознавания динамики.

  • Датасет должен быть максимально разнородным. Это нужно, чтобы решение работало хорошо на разных устройствах с разными типами камер с разным разрешением и так далее.

Наш датасет HaGRID в своих разработках использует компания Intel для обучения и запуска инференса моделей с помощью OpenVINO фреймворка и Google MediaPipe. У MediaPipe есть хорошее решение для распознавания ключевых точек кистей рук. Они дообучали модель детекции в одном из решений распознавания ладошек на нашем датасете. HaGRID состоит из более полумиллиона изображений, восемнадцати статичных жестов и имеет максимальную разнородность.

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На примерах видно, что яркость, субъекты, размер боксов на изображении и фон— разнородные. Разметка включает в себя координаты bounding box и label жеста.

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В некоторых разметках могут присутствовать два обрамляющих прямоугольника, где один присвоен определённому жесту, а второй — так называемый false positive, то есть не жест.

Модели для обработки видео

Возьмём архитектуру 3D модели, подадим ей на вход тензор, например, из 8 и 16 кадров, и она сразу же выведет класс.

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Но у 3D моделей есть недостатки:

  • Нуждаются в специфичном датасете, например, видео с размеченным началом и концом динамического жеста, после чего этот датасет нужно дополнительно обрабатывать перед обучением моделей.

  • Требовательны к железу, так как тензор увеличивается на ещё одну размерность, и обучать его на видеокарте с маленьким количеством видеопамяти не получится.

  • Медленно работают на CPU из-за ограничений и вычислительной сложности.

Но есть и преимущества:

  • Очень хорошо учат контекст, потому что захватывают несколько кадров целиком и сразу же их обрабатывают.

  • Демонстрируют очень хорошее качество распознавания.

Можно ли использовать точки

В AR/VR гарнитурах часто используется распознавание жестов с помощью точек. Но распознавание точек не подходит для нашего решения.

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Чтобы предсказать класс, нужно провести серию манипуляций с проведением условий над точками. Это позволяет понять, что жест, который вы хотите показать, действительно сейчас показывается. Такого хардкода много, а значит масштабирование — нереально.

Преимущества распознавания жестов по точкам:

  • есть вся информация о руке, положении каждого пальца;

  • высокая скорость работы.

Недостатки распознавания жестов по точкам:

  • высокая вычислительная стоимость;

  • требуется дополнительная обработка;

  • склеивание точек;

  • дрожание точек;

  • нужен размеченный датасет.

Решение с распознаванием точек — двухстадийное, поэтому предсказанные точки нужно дополнительно обрабатывать, отсюда высокая вычислительная стоимость. Ещё, если вы находитесь далеко от камеры, точки склеиваются и дрожат, а значит а для обучения детектора точек нужен дорогой размеченный датасет. Размечать 20 точек на кисти руки — дорого, поэтому от данного решения отказались.

Почему выбрали детектор

Мы выбрали детекторы, так как хотели, чтобы решение было максимально быстрым, лёгким и умело находить маленькие объекты. У детекторов есть проблема — одни хорошо находят большие объекты, другие — маленькие. Мы хотели, чтобы на любом адекватном расстоянии человека от камеры его рука распознавалась детектором.

Есть два типа детекторов: двухстадийные и одностадийные.

Двухстадийные: R-CNN, Fast R-CNN, Faster R-CNN, RetinaNet, детекторы на основе трансформеров DETR.

Плюсы:

  • Высокая точность.

  • Большая гибкость и адаптивность — могут адаптироваться практически под любое разрешение, особенно трансформерные архитектуры.

  • Хорошая локализация объектов.

Минусы:

  • Медленная работа, так как двухстадийные детекторы состоят из backbone и детекционной регрессионной головы.

  • Высокая вычислительная стоимость. В зависимости от того, какой backbone вы будете использовать, зависит ваше качество и вычислительная стоимость.

  • Сложность обучения. Хоть вы и учите детектор как единую сеть, это происходит по отдельности: сначала обучается backbone для распознавания карт признаков на изображении, и только потом детектор.

Одностадийные: SSD, YOLO, CenterNet (немного отличается от остальных).

Плюсы:

  • Высокая скорость, так как детекционная голова интегрирована в backbone.

  • Меньшая вычислительная стоимость, поскольку нужно проводить меньше операций.

  • Достаточно хорошая локализация.

Одностадийные детекторы используют так называемые якоря. Это когда на карте признаков ищется изображение, например, вытянутое по вертикали, по горизонтали, квадратное и так далее.

Минусы:

  • Меньшая точность, так как они привязаны к якорям.

  • Сложности с маленькими объектами. Одностадийные детекторы обрабатывают несколько карт признаков, идущих по порядку. Например, на больших картах признаков они могут найти маленькие объекты, а на маленьких картах признаков — большие.

Кажется логичным выбрать детектор YOLO, ведь есть YOLO Tiny, который весит всего 10 мегабайт. Но мы выбрали не его. Есть ещё один детектор, о котором мало кто слышал или использовал. Это RFBNet.

RFB (Receptive Field Block)

RFBNet — одностадийный детектор, архитектура которого похожа на архитектуру SSD.

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Вверху архитектура стандартного SSDNet, внизу — RFBNet. Отличаются они только тем, что SSD обрабатывает карты признаков напрямую, предсказывает с больших карт признаков маленькие объекты, а с маленьких — большие. В RFBNet после получения карт признаков встраивается дополнительный блок.

Авторы RFBNet решили находить и большие и маленькие объекты в разных картах вместе. Для этого они исследовали, как человеческий глаз фокусируется на объектах разного размера, и пришли к выводу, что есть три типа взгляда на вещи.

Например, если ваш коллега пришел в новом стиле, вы можете рассмотреть:

  1. Маленький объект.

  2. Средний, включая маленький.

  3. Весь объект целиком, включая маленький и средний.

Авторы интегрировали эти три понятия в архитектуру RFB-блока. Он состоит из трёх параллельных свёрток, расположенных от меньшего размера к большему. Это позволяет нам искать на большой карте признаков объекты разных размеров: маленькие, средние и большие. Затем все три карты признаков объединяем, и на их основе получаем итоговую хит-мапу объекта.

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На схеме выше видно, что на большой карте признаков найден маленький объект с большим количеством информации в центре. Если бы это был большой объект, то было бы наоборот — самая большая карта признаков была бы самой яркой, а самая маленькая — более тусклой.

Интеграция такого блока позволила увеличить количество якорей, то есть bounding-боксов, которые можно предсказать.

Характеристики:

Первый conv:

3✕320✕240 → 64✕160✕120

Параметры:

3929924

Количество боксов:

13260

Вычислительная сложность (MFLOPs):

696

Скорость работы:

24 мс

Вес onnx модели:

11 мб

На первом conv-слое три карты признаков превращаем в 64. Кажется, что это много. Но мы решили немного ужать эту сеть и сделать уменьшенную версию. Вот что получилось:

Исходная модель

Уменьшенная версия

Первый conv: 3✕320✕240 →64✕160✕120

16✕160✕120

Параметры: 3929924

272000

Количество боксов: 13260

4420

Вычислительная сложность (MFLOPs): 696

53.7

Скорость работы: 24мс

4мс

Вес onnx модели: 11мб

1,1мб

Вместо 64 карт-признаков сделали 16. Карт признаков стало меньше, а значит, якорей будем предсказывать тоже меньше. Количество якорей уменьшилось в три раза, а количество параметров — более чем в 10 раз. Также снизилась вычислительная сложность. Скорость работы составила 4 мс на Intel CPU при тесте на Macbook. Вес onnx модели — 1,1 мб. Кажется, это хороший результат.

Препроцессинг данных

Датасет HaGRID состоит из статичных жестов, и в основном все жесты направлены вертикально. Но нужно, чтобы модель выучила разные вариации. Для этого мы переворачивали изображения, искажали их, обрезали, использовали Cutmix и Mixup, mosaic аугментацию из YOLO и другие аугментации. Это было нужно, чтобы модель находила несколько рук на изображении.

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Обучали нашу модель три эпохи. Училась модель два дня на одной видеокарте RTX 3080 TI. В результате получили метрику mAP (Mean Average Precision) 65%, что достаточно хорошо. По сравнению с этой моделью, YOLO-Tiny показывает mAP 72%, YOLO-Tiny больше примерно в 3−4 раза.

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На демо выше детектор обрабатывает и находит руки, причём достаточно быстро и хорошо.

Классификатор

Обнаружив руки, нам нужно предсказывать, какие жесты они показывают. Кажется, можно предсказывать классы детектором. Но нет — ведь когда вы учите детектор на поиск жестов, он будет находить только жесты, а нам нужно находить руки даже если классификатор не отработает.

При выборе классификатора использовали следующие критерии:

  • легче детектора;

  • работает быстрее детектора;

  • простая архитектура.

Существует много вариаций классификаторов. Например, у ResNet достаточно тяжелая и сложная архитектура для конвертации и интеграции в слабые устройства.

Тогда провели ресёрч и выписали все backbones, которые смогли найти, а их — огромное количество:

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Удалим из списка все трансформерные архитектуры, потому что они слишком тяжёлые. Следующим шагом убрали большие вариации архитектур моделей, так как они много весят и вычислительно сложные. После этого убрали все глубокие версии ResNet и VGG моделей. Затем пришлось отказаться и от ResNet, и от VGG, оставив только самые лёгкие — это две версии MobileNet и две версии Mobileone.

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Но согласно нашим критериям, вес классификатора должен быть меньше веса детектора. К сожалению, ни одна из оставшихся моделей этому не соответствует.

На этом моменте у меня опустились руки, я отложил задачу и пошёл показывать тимлиду результаты работы детектора.

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Оказалось, что детектор работает достаточно хорошо на расстоянии 2−3 метров. После этого мне предложили челлендж попробовать сделать классификатор на 200 килобайт, а значит в нём должно быть минимальное число параметров.

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Действительно, наши кропы достаточно маленького размера — примерно в пять раз меньше исходного изображения. Но я был в шоке, когда мне предложили обучить LeNet, придуманный Яном Лекуном еще в 1998 году. Эта архитектура позволяла предсказывать рукописные цифры на датасете MNIST. Думаю, у всех, кто сталкивался с компьютерным зрением, это была самая первая модель. Исходная LeNet предназначалась для работы с одноканальными изображениями, а у нас RGB - 3 канала. Этот факт ломает всю архитектуру, но я задумался и решил дать шанс этой модели.

LeNet

Посмотрим на исходную версию.

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Я имплементировал модель на Torch as is, как описал Ян Лекун в статье. Она стоит из двух свёрточных слоев, трёх линейных слоев, функции активации, пулингов. Выглядит очень старой, такие модели сейчас просто не пишут. Поэтому я решил её немного освежить. Вычислительно сложную функцию тангенса заменить привычным relu.

0b83c21f0586e7d181e3149c532be225.png

Average pooling размазывают градиенты по всему тензору. Заменим его на max pooling, чтобы давать больше информации о признаках, которые выучивает модель, и давать им больший вес во время обучения.

56f402e1f9c908567a7d919ea7a45986.png74872611f271589fa978818c739b7fc1.png

Кропы

У нас есть кропы рук. Мы знаем, что исходное разрешение LeNet 32 на 32 — достаточно маленькое, поэтому нам нужно было немного увеличить архитектуру. Также мы знали, что в нашем кропе больше 70% — это рука.

571ac45241274fc658df9103a5c2e71b.png

LeNet Hand

Давайте перепишем это на LeNet. Первый conv-слой мы заменили. Вместо одного канала приняли три и сделали stride 2, чтобы немного сжать размер входного изображения. После этого добавили два новых conv-слоя, которые принимают 6 и 16 каналов со stride 2 в первом случае. Во втором случае с ядром свёртки 3, чтобы забирать больше информации.

Добавили три линейных слоя, первый из которых принимал flattened-features из conv-слоя, а последующие два линейных — исходные (как было в LeNet).

Полная архитектура модели LeNet Hand выглядит так:

2c33893b3d9f0738992699a813970853.png

Архитектура работает так: мы взяли 18 статичных жестов из датасета HaGRID и добавили три новых жеста (рука вправо, влево, вниз). Затем обработали кропы батчем. Так как детектор может обнаруживать несколько рук, мы объединяли их в одну группу, превращали в батч и передавали на вход модели LeNet.

Чтобы обучить LeNe, брали кропы и поворачивали их, аугментируя. Далее добавляли искажения, так как предсказание детектора — это вытянутые bounding-боксы, и когда мы их сжимали в квадрат, рука немного искажалась.

Модель обучалась три часа на видеокарте RTX 3080 TI. Обучение продолжалось менее одной эпохи, потому что объём данных был огромный. В результате получили метрику на тестовой выборке 97% по F1, что достаточно хороший результат.

Сравним модели:

RFB Hand Detection

  • Параметры: 272000

  • MFLOPs: 53,7

  • Скорость работы: 4мс

  • Вес onnx модели: 1,1мб

RGB Hand LeNet

  • Параметры: 34942

  • MFLOPs: 1,21

  • Скорость работы: < 1мс

  • Вес onnx модели: 140кб

У RFB-детектора скорость работы 4мс, вес 1,1 мб, а у LeNet скорость работы менее миллисекунды, а вес onnx-модели даже меньше, чем запрашивал тимлид — 140 кб.

Я потратил 5 часов на написание сети и её обучение, показал результаты, а оказалось…

10fe0acd3725c1d0e60120548c72e9a7.png

Что это была шутка!

Не делайте так никогда со своими подчинёнными, пожалуйста. Но в результате шутка выстрелила, и в нашем решении используется именно эта архитектура.

Демо работы классификатора выглядит так:

f92f1ad393b084d6cc22a3c0abb88b9f.gif

На таком расстоянии неплохо распознаются все статичные жесты, которые обрабатываются в батче.

Но есть проблемы:

  • Детектор теряет руки: руки могут показываться в такой форме, которую детектор никогда не видел, и тогда их можно потерять.

  • Мы не знаем, какая рука показывает какой жест.

  • Много рук в кадре и к каждой нужно привязать жест, если он есть.

Подобные проблемы решает трекинг — это задача, которая стоит параллельно с задачей детекции объектов на видео.

Трекинг

В основе всех трекингов лежит Kalman Filter.

484430894331268f60e2b96f3771a5d3.png

Этот алгоритм позволяет сгладить пространство точек и предсказывать будущие точки относительно поведения предыдущих.

Я взял Sort-трекер. У него есть три вариации: Sort, DeepSort и OC-SORT:

  1. Sort быстрый, простой, но, к сожалению, теряет объекты. Когда один объект попадает за второй, он просто исчезает, а когда появляется заново, ему присваивается новый ID.

  2. DeepSort — это небольшая модификация, когда мы используем вместе с простым трекингом ещё и информацию об отлеживаемом объекте. Он тяжелее, чем простой Sort, так как использует нейронную сеть для получения уникальных признаков объекта.

  3. OC-Sort — такой же, как Sort, но решает проблему потери рук. Когда один объект попадает за второй, он не исчезает, не удаляется из очереди, а ему присваивается небольшая вероятность того, что он действительно находится за другим объектом. После того как он появится, ему присваивается тот же самый ID, какой и был.

Плюсы и минусы трекеров:

Sort

  • Быстрый

  • Простой

  • Теряет объекты

DeepSort

  • Медленный

  • Сложный

  • Нужна нейросеть

OC-SORT

  • Быстрый

  • Сложный

  • Умеет ждать

Мы взяли за основу OC-SORT, так как он лучший, а у нас некоторые объекты могут пересекаться и выходить за рамку изображения.

Демо работы трекера выглядит так:

c18fc0868612860c77b41da073a0a9f6.gif

Когда руки выходят за кадр и возвращаются, им присваивается тот же ID, что и был.

Итоговое решение

Допустим, у нас есть очередь предсказаний на каждую руку. Мы нашли ладошки, присвоили им определённые классы.

01a9cd227a67f187e305b1f13ae4f513.png

None означает, что классификатор не отработал, но мы не потеряли руку.

Теперь валидируем динамический жест. Проверка начинается после нахождения первого класса (если он является частью динамического жеста). Мы встретили класс left, теперь нам нужно понять, был ли до этого right. Нет, не было? Значит, идём дальше.

Мы нашли right? Тогда теперь задаём вопрос, а был ли до этого left? Если был, то ставим счётчик повторений 1.

На следующем предсказании right ставим счётчик повторения 2 и тогда можем сказать, что это был жест свайп вправо, так как до этого рука показывала лево, а теперь — право.

Далее валидируем скорость.

ba07de7e9f9f584579b9921db0327f85.png

Слишком долго показывать жест нельзя, это плохо, и слишком быстро — тоже. Скорость — это константное значение n кадров от начального и конечного класса.

Валидируем границы.

6615dac7ad9238e4026e4be54b11c03f.png

На изображении выше — плохой свайп. Нам нужно, чтобы он был горизонтальным или вертикальным, а не по диагонали. Поэтому найдём bounding-боксы рук и поставим им ограничение сверху и снизу.

Вот это хороший свайп:

3093b06805ea30a2873412fd5280f10f.png

В ограничивающей рамке должен быть начальный и конечный жест.

Итоговое решение я вынес в небольшую блок-схему:

b47bf81c4f969e222d44e5882c09e3e6.png

Есть кадр, который мы передаём на вход детектору, получаем bounding-боксы, предсказываем по ним классы, и далее передаём в трекер. Трекер предсказывает ID для каждой руки.

После этого проверяем, а была ли очередь для этой руки. Если очереди не было, мы её создаём. Если очередь уже есть, то добавляем в неё класс с нашим жестом. Далее проверяем сам жест — был ли до этого left или right. Если нет, просто выходим и начинаем искать следующий жест. Если был, то проверяем скорость показа. Если скорость показа не валидна, просто очищаем очередь, потому что следующие проверки будут также невалидны. Далее проверяем границы жестов. Если они невалидны, опять очищаем очередь.

Если всё прошло, мы предсказываем, что это динамический жест — круто, action! — и очищаем очередь. Для данной руки у нас больше классов нет.

7760bec9e9ce7fc4e4657bd6d54b0bc0.gif

Результат

Минусы решения, которое получилось:

  • Индивидуальная настройка. Так как решение построено на эвристиках, все параметры константны, и нужно подбирать индивидуальную настройку под устройство, камеру и положение человека на изображении.

  • Чёткая инструкция для пользователя.

  • Пользователь должен привыкнуть использовать наше решение.

  • Небольшое количество жестов, так как динамика состоит из начального и конечного жеста. На самом деле можно пофантазировать, но в любом случае есть конечное количество динамических жестов.

Плюсы:

  • Скорость работы. Общее решение обрабатывает один кадр за 4 мс.

  • Мало весит. Общий вес всех моделей и кода 1,5 мб.

  • Можно это решение написать даже на C и интегрировать куда угодно.

  • Отсутствуют false positive, присущие моделям. Невозможно получить false positive, потому что условия — константные, вероятностей здесь нет.

  • Предсказуемая работа.

Что можно улучшить?

  • Добавить больше жестов.

  • Добавить больше эвристик.

  • Предсказывать поворот руки, например, градус наклона руки.

  • Сделать гибрид на основе распознавания точек и самих bounding-боксов.

Мы релизим весь код и все модели нашего решения в OpenSource.

Вы можете подписаться на телеграм-канал нашей команды и следить за новостями. Вот ссылка на репозиторий, где можно скачать решение, попробовать его и поконтрибьютить.

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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