顔写真から自閉症か判別するアプリが開発される

サムネイル
1 : 2024/08/04(日) 10:17:42.48 ID:QAj2pp+G0

この記事では今回開発したWebアプリ、自閉症識別(後に理由を説明しますが、動作が大変モッサリです)を公開するまでの経緯や考え・思いをまとめた。
6月中旬に差し掛かる頃から、Aidemy PremiumのAIアプリ開発コースで、Pythonを用いてアプリ開発を行えるようになることを目標に学んできた。その成果として開発したのが、顔写真から自閉症を判別するWebアプリだ。
この記事では私自身がプログラミング超初心者として、そしていち支援者として感じたことも多く綴っているため、必要に応じて適宜読み飛ばしてもらえると良いかもしれない。

https://qiita.com/YUUUUUUUUUNA/items/278397b273860806cc46

2 : 2024/08/04(日) 10:18:00.89 ID:QAj2pp+G0
すごい
3 : 2024/08/04(日) 10:18:10.32 ID:PaAQ/n6y0
ヤバいぞこれ
4 : 2024/08/04(日) 10:18:32.02 ID:m9gY958a0
どうせ嘘だろうけど事実なら婚活で使われるよ
5 : 2024/08/04(日) 10:18:33.90 ID:QAj2pp+G0
うむ
6 : 2024/08/04(日) 10:19:29.98 ID:+JqmE+9W0
精神科医は実際見ただけでわかるしな
7 : 2024/08/04(日) 10:19:31.82 ID:QAj2pp+G0
自閉症の診断にかかる時間的コストをご存知だろうか。この時間的コストが、診断に関わる者や当事者・家族ら誰にとっても最も膨大だと私は考えている。

まず、現在日本で診断ができるのは医師のみであることを明示しておく。その上で特に小児の分野では診察の予約が取れないという話をよく聞く。診断できる医師にありつくのにそもそも時間がかかるのだ。
次に、診断に必要な情報の準備にも時間がかかる。診察でのヒアリングは勿論だが、ヒアリングのみで診断するという例はあまり聞かない。小児の場合、田中ビネーや新版K式といった検査(いわゆるIQ等が出る)を取り、その結果も含めて成育歴・生活環境・困り感等が総合的に考慮された上で診断される。検査時間はケースによるが、小一時間はかかると考えて良いだろう。更に、この検査は誰でも行えるわけではないので、検査可能な施設や病院を探し、予約を取る必要もある。そして検査をしてその場で情報がもらえるわけではなく(ざっくりと教えてもらえる場合もあるが)、検査者が検査結果を数値化し、数値や検査時の状況から所見を書き、それを後日渡すというシステムがおそらく一般的だ。
私は検査を取れないが、同僚が行っていた。所見を書く時に「〇〇さんの保護者に語弊なく伝わるだろうか」といったことをよく悩んでいた。保護者や医師に状況が適切に伝わるよう、しかし様々な配慮をしながら書かなければならない書類というのはかなり大変な作業になるだろう。更に言うとPCでの作業が苦手、あるいは環境がない検査者の場合、全て手書きで所見を出すこともあるというのだから、検査をする側の時間的コストは計り知れない。
蛇足ではあるが、かくいう私も成人期に自閉症を含めた発達障害と呼ばれる物や精神疾患等の診断のための検査を受けたことがあるが、2時間近くかかり、非常に疲れた記憶がある。時間と共に精神的な負担も大きいのが検査だ。子供が受けるとなれば(年齢によって検査の種類や内容は異なるが)、より大きな負担となることが予想される。

ここまででお分かりかと思うが、「わが子が自閉症かもしれない」と思った時、地域や運、これまでの繋がりといったケースにもよるが、どんな場合であっても少なくともその日その時に診断されることはまずないのだ。下手をすれば月単位で待つことになる。その間、不安を増幅させるような情報、あるいはレアケースへの過度な期待をさせるような情報にはいくらでもアクセスできるのが現代社会である。

8 : 2024/08/04(日) 10:19:40.75 ID:xetzp/Sr0
人相科学で高IQか低IQかも分かるらしいからな
9 : 2024/08/04(日) 10:20:10.70 ID:XaVUtHUx0
登録した写真が勝手に整形前広告とかに使われたりしない?
10 : 2024/08/04(日) 10:21:35.97 ID:sPpSrm6f0
ガ●ジ顔キチゲェ顔はあるからなぁ
11 : 2024/08/04(日) 10:22:19.90 ID:ETN3trQud
どうして!!!!! (心の叫び)
12 : 2024/08/04(日) 10:22:39.63 ID:LC+Ut4lf0
アプリ制作者が自閉症ってオチだったりしないの
13 : 2024/08/04(日) 10:23:14.42 ID:bpUngt7P0
(ヽ´ん`)100%でワロタ
15 : 2024/08/04(日) 10:26:18.95 ID:7u5YsCKz0
これ東アジア人以外にも使えるの?
16 : 2024/08/04(日) 10:26:28.60 ID:ETN3trQud
女が作ってるのか
17 : 2024/08/04(日) 10:26:45.92 ID:8Ma/ftt30
似非科学じゃない勢力からクレームくるやつ
18 : 2024/08/04(日) 10:27:10.00 ID:1wf0c1Gu0
松浦亜弥でやったらどうなるんだよこれ
19 : 2024/08/04(日) 10:27:15.97 ID:ETN3trQud
はやくあの人で試せよ
20 : 2024/08/04(日) 10:27:36.74 ID:2EaCzcp00
こないだ流出した画像でお試しすればええやん解答も流出してるし
21 : 2024/08/04(日) 10:27:55.39 ID:8Ma/ftt30
こういうのでよくあるのが
自分が自閉症のやつ
22 : 2024/08/04(日) 10:28:38.72 ID:teYAz+/w0
製作者の幼少期の画像がAIに自閉症扱いされてて笑ったわ
やっぱり行動とかまで見ないとちゃんと判定はできないだろうな
23 : 2024/08/04(日) 10:29:07.55 ID:fN9wOemz0
晋さんで試して
24 : 2024/08/04(日) 10:29:26.16 ID:Kw+/o0C40
例のトンボ皇族は?🥺
25 : 2024/08/04(日) 10:31:14.38 ID:dCkrRgCF0
まずい!消せ消せ消せ消せ消せ!
26 : 2024/08/04(日) 10:32:27.70 ID:iOdHhoyq0
発達グレーゾーンならガチモンの発達は大体察知できると思う
27 : 2024/08/04(日) 10:32:48.34 ID:ZJvTH5sY0
読んでないけどXとコメント欄で叩かれてたのだけ知ってる
28 : 2024/08/04(日) 10:33:17.65 ID:+gIwUSt90
晋さんはよ
29 : 2024/08/04(日) 10:33:20.85 ID:sZoXsAMy0
やんごとなき上級様がガ●ジ判定されて速攻で取り締まられる未来が見える
30 : 2024/08/04(日) 10:33:27.84 ID:pTM2EwVy0
言うて自閉の傾向ってピンキリだからな
その人だけでなく社会環境次第なところもある
分業しっかりしてる海外だと問題ないのに、なんでもやれとか言う日本だと問題出る人とか
31 : 2024/08/04(日) 10:33:52.89 ID:qWNWHGM10
もしこれネットで公開したらネットのおもちゃにされるだけやろ

コメント

  1. Why streaming slots gameplay via YouTube channels has basically become one of the biggest trend with streamers these days really boils down to a few solid explanations which are behind the whole trend every time this topic gets brought up among creators. In contrast to regular gameplay videos, this kind of content are driven by actual stakes and live outcomes, which is why the audience get to see actual outcomes as they happen. One name worth checking out for this kind of content would be [url=https://jammin.bar/]Vegazone Casino[/url], a site that is worth a look if you follow casino creators.

    If you’d like a deeper dive into what’s driving this whole trend, a proper breakdown can be found through https://jammin.bar/, and there it’s easy to explore how the format has grown in popularity.

    The first thing fuelling the popularity of this format is how entertaining unscripted reactions can be. Subscribers are drawn to watching real emotions play out, instead of a video that’s been planned out in advance.

    An equally important point has to do with the interactive side of live content. Casino streaming sessions enable people watching to be part of the moment as it unfolds, such a feature fosters a genuine sense of community, an element that often falls short of delivering.

    The financial upside plays another big part of why creators are drawn to this space. Brand partnerships and referral links open the door to a level of income that’s hard to match in other gaming genres, such potential continues to bring in new channels on a regular basis.

    On top of that, how easy it is to get started also matters. In contrast to formats requiring a big team, casino streaming works without a huge production budget, which makes it a manageable starting point for people just getting into content creation.

    Looking at where things are headed, casino streaming looks set to keep growing. New formats continue to pop up, bringing in interactive elements to hold viewers’ attention. Whether you’re new to this kind of content, there’s no denying why this style of content has taken off the way it has.

  2. What Explains Why the top-rated pokies platforms have grown into easily the preferred destination with online gamblers right now comes down to a handful of key things that set apart the reputable platforms out from the platforms you should avoid. In contrast to smaller unknown platforms, the best platforms focus heavily on proper regulation, on top of fast payouts. One of the platforms worth exploring in this space remains [url=https://bugout.bar/]Vegazone AU[/url], somewhere that makes for a solid reference point.

    For anyone wanting a deeper dive into the full rundown on what to look for, you’ll find over at https://bugout.bar/, which is where you’ll find how a well-run platform is set up.

    A key part of the picture to consider regarding leading operators comes down to the regulatory backing behind it. A properly run platform needs to make its licensing details easy to find, usually from a jurisdiction that’s actually respected in the industry.

    Something else worth mentioning comes down to the selection available to players. Highly regarded sites work with well-known game studios, such a setup means a bigger selection, unlike being limited to just one or two developers.

    How fast and easy withdrawals are forms a major chunk of what makes a casino stand out. Fast payout processing tend to be a reliable marker of a well-run platform, while confusing banking rules are often a warning sign.

    In addition, having reliable help available matters a lot in the overall player experience. Any site in the top tier tends to provide responsive, easy-to-reach support, which means issues get resolved quickly.

    ongoing promotions play a part in a casino’s reputation, but leading casinos tend to keep the terms fair, unlike burying the fine print.

    All things considered, what actually defines the best platforms is mostly about how well a site balances licensing, game variety, fast payouts, and genuine support. Doing a bit of research before committing to a site pays off toward finding a casino you can actually trust.

  3. Vegazone-au より:

    I recently wondered if it’s really feasible to access online slot games smoothly on an outdated phone, especially now that most modern gaming platforms are optimized overwhelmingly for flagship devices as the target. It’s honestly been a persistent thought whenever I open one of these sites, given that plenty of people can afford the latest-generation smartphone, even so the default online often is that hardware isn’t a limitation.
    Wanting an actual answer instead of just guessing, I tried it out hands-on on [url=https://aquavitae.bar/]aquavitae.bar[/url], mostly because someone recommended that it performed decently even on more modest setups. Surprisingly, it ran way faster than I was prepared for, notwithstanding my phone is several years out of production and by no stretch a premium device — the kind of thing most tech sites wouldn’t recommend considering for anything demanding.
    Following several days of fiddling around, what I landed on was that opening through the mobile browser rather than a standalone app produced far fewer loading errors, which tracked, considering that dedicated applications generally eat up extra memory behind the scenes. Scaling down the visual settings when available also noticeably eased the load, most noticeably on weaker chipsets that struggle when faced with constant visual effects.
    On top of that, force-quitting background apps ahead of starting a session appeared to protect enough resources to keep things performing consistently. Something else worth mentioning is that a stable network signal mattered more than I expected, because even on a capable device, a spotty network can still lead to buffering. Keeping additional processes open in the background while playing would often introduce extra lag, which is why shutting them down beforehand turns out to be a simple step which pays off.
    If someone reading this is dealing with the same issue, the link is https://aquavitae.bar/ — works fine even on my old device, so it’s probably worth checking whether or not your own device is far from a flagship model. At the end of the day, it seems that solid playability on older hardware depends mostly on some simple tweaks instead of requiring an expensive device to begin with.

  4. After a long day at work there’s honestly nothing like than kick back on the lounge and simply spin some slots using your handheld, skipping any bulky setup. That’s precisely why I head over to [url=https://kometa.bar/]Vegazone Australia[/url], because there the whole layout is optimised for mobile screens, so you won’t need to wait through lag, on top of that switching across different slots feels quick rather than clunky and slow. What stands out is simply how effortlessly you can transition from a long day to something in which you can skip having to stay switched on, and so simply take in the action on screen. There’s something really handy that the whole experience lives in the palm of your hand, which means you can have a spin from pretty much anywhere skipping a laptop. Should a friend is curious what site I go to after work, I just point them to https://kometa.bar/, because it’s quicker than describing every little detail out loud. Being based in Australia, there’s something reassuring knowing the site loads reliably even on whatever hardware you’ve got, which means you don’t need the latest flagship only to have a proper session.

  5. Cresus-Jax より:

    Comme conducteur au quotidien, je controle toujours mon budget, et c’est pour cette raison que je m’interesse les sites de casino, parce que ils permettent de jouer a son rythme, en passant par des services tels que [url=https://aacb.bi/]https://aacb.bi/[/url], dans lesquels on peut controler ses sessions. Contrairement a ce que pensent certains le casino fait perdre le controle, alors que ce n’est pas toujours le cas. De mon cote, je joue avec un budget defini, ce qui m’aide de garder le controle. Le fait de pouvoir arreter a tout moment compte beaucoup pour moi. Je ne compte pas sur les gains, mais avant tout pour me detendre. https://aacb.bi/ illustre bien cela, parce que propose des options simples qui facilite le controle. Un point important est la transparence, car on garde une trace des sessions. Cela permet d’analyser son comportement. Au fil du temps, j’ai compris qu’il faut savoir s’arreter. Cette maniere de jouer rend l’experience plus saine. Il est clair que, le resultat depend du hasard, cependant la gestion personnelle fait la difference. Je vois souvent que d’autres utilisateurs misent trop, ce qui creer des difficultes. C’est pourquoi je conseille une gestion claire. Jouer doit rester un loisir. Dans mon cas, cela fonctionne bien, car je decide de mes actions. Au final, les sites de casino peuvent rester sous controle, a condition que on reste conscient, ce qui aide a profiter du jeu.

  6. BIZZO より:

    For any Aussie stepping into the high-stakes world of internet gambling, remember that a solid plan safeguards your livelihood; for a solid foundation, check out [url=https://jordanmosermusic.art/]BIZZO tips[/url], an archive full of battle-tested tactics for keeping losses minimal when the RNG turns cold. To begin, lock in a sensible budget and cling to it; view those digits as inviolable because exceeding them opens the door to nightmare financial spirals, plus once panic sets in, good judgment disappears. Another crucial move, activate the control mechanisms every regulated operator offers; session timers and loss caps guardrails that rein in hot streak illusions, making sure a lucky run doesn’t lure you toward staking the bond deposit. Third, approach every wager as an amusement fee, not an investment portfolio; doubling down on tilt is a reckless black hole that siphons emergency funds while jeopardising your apartment key, hence pre-planned exit points are indispensable. Fourth, learn the probabilities behind your chosen titles; being aware that slot reels never owe you locks expectations to reality and stops the one-more-spin syndrome from hijacking your logic, notably during emotional highs. Last but not least, nurture the discipline of stepping away, checking real-world balances, consulting responsible gambling services when anxiety creeps in; these self-checks cement the limit standing guard over your apartment, guaranteeing your family sleeps soundly. Remember, placing wagers cannot jeopardise your home, and sticking to the safeguards outlined above is your insurance policy; let these principles and the resources on https://jordanmosermusic.art/ guide you so entertainment never morphs into eviction

  7. BIZZO CASINO より:

    Being a remote freelancer switching between gig-based projects in Oz, [url=https://paralay.world/]BIZZO CASINO[/url] is my playground of probability whenever I crave a quick reset. Unlike the deafening clang of a brick-and-mortar poker room or the blinding casino floor, an online lobby enables me to transition from spreadsheet macros to live-dealer blackjack in seconds. I treat every game round the same way I run an email split test: formulate a working theory, fix a stop-loss, and iterate before the random walk drifts. Because RTP fluctuation is simply another vector of numbers, testing jackpot distribution becomes a harmless arena for modeling the drawdown tolerance that informs my micro-cap positions. Yet interface aesthetics matters too, and the clean gradients maintains my executive bandwidth stable so the prefrontal cortex remains sharp for pull requests. That seamless union of design finesse and math-first gameplay is precisely why https://paralay.world/ lives pinned in my first tab whenever I set up at a co-working hub from Perth. With a single click I’m shuffling Google Ads spend; then I’m charting session ROI in a Roam database, flagging P-values the way others favorite cat memes. Friends imagine an online casino is all flash, yet I treat it like a decision lab: calculate break-even horizon, log the game volatility, fire off small-sample batches, and ladder only when confidence tightens. Whenever a free-spin bundle drops, I scan the roll-over clauses the same way I’d inspect a SaaS contract, tagging exploitable terms and skipping unfavorable ones—because value doesn’t lie in the margins. On quiet afternoons when storm clouds freeze live webinars, I fire up a round of baccarat and grant the sound design pour over noise-canceling cans, reinforcing a state of flow that ironically echoes mindfulness breathing. My bullet diary confirms that a short casino interlude drops perceived workload by noticeable margins, lining up with the cortisol slope reported in academic papers. Sure, the inevitable rake remains, but just as cloud-compute overhead get us tail insurance, the modest margin pays for fault-tolerant infrastructure. Crucially, I structure my gaming float the in the manner I split operating capital: the lion’s share is sacred core, 25 percent is experimental stake, and the rest is moon-bag juice—poised for exponential or vanish without existential dread. That framework keeps my wins joyful, mirroring the half-Kelly rule I apply in foreign exchange. Every so often a black-swan jackpot drops, surging the ledger the same way a viral campaign warps my monthly KPIs, and I skimm that upside toward a new ultrawide monitor—because gear ROI is huge. Past the blue hour when Melbourne’s laneways sparkle, I close the gaming window with a CSV sync, feed it to a Matplotlib plot, and chart payout histograms against billable hours, seeking correlations that may boost both well-being. Certain evenings the scatter plots align like a CAD overlay, reminding me that risk and reward share the same axis when you audit them with a scientist’s lens. At day’s end, gaming moments are contrast baths for the brain: brief, focused, parameterized, resetting my risk gauge so I can hit publish at sustainable speed the following morning. Whether I close the session with modest gains, the lessons feed back into my continuous improvement loop, transforming the act of wagering from idle pastime into a feedback-rich arena where charts beat vibes. Therefore if you’re a colleague in the cloud searching for a scientific way to puncture routine, test a few micro-stakes rounds, respect your limits, and unlock how a data-dedicated approach can turn casino time into a skill-sharpening dojo—totally while your espresso shot clicks quietly beside a Koala-shaded veranda.

  8. PlayCroco より:

    Whenever a full-time fabrication nerd slide down my face shield and feel the arc roar, I’m reminded that measured control keeps molten steel strictly where a tradesperson want them, and the same rule carries over to online wagering; smart staking mustn’t be roulette of fate, which is why I’ve hammered out this long-form guide peppered with real-world, hammer-and-anvil strategies, and right up front I’m linking the comprehensive reference at [url=https://mage-interieur.world/]PlayCroco casino[/url] so you can bookmark it before the sparks cool. The first lesson all mates at the barbie get is the three-bucket method: carve your full stash into a locked “safe-house” fund covering rent or mortgage, a “essentials” fund, and finally a “recreation” fund that is the exclusive pool you ever place at an online table; smearing those buckets is like letting slag drip onto fresh welds, a handbrake-off way to torch your long-term plans. The second pillar is strict stop-clocks: dial up a session duration before loading the app and log away when the stopwatch hits zero, profit or behind, because fatigue distorts judgment the way poor shielding gas distorts under excess heat. The third forge-tested principle is meticulous logging: grab a notepad and log unit bet, slot type, outcome, and mental clarity; that paperwork may feel like flux cleanup, yet spotting patterns early seals hemorrhages before they eat up a deposit. The fourth commandment is on no account double-stepping after a bust, a reflex as old as dice, and here’s my mental hack: picture each chip as a piece of consumable, finite and measurable, so when the wire spool runs out you simply step from the booth—no last-minute top-ups. The fifth rule addresses bonus traps: inspect rollover terms the way you’d scrutinize a PQR, because plenty of “gifted” chips mire your funds behind sky-high wagering multipliers that hardly ever pay out before you reach tilt. The sixth insight is embracing variance: slots with colossal jackpots advertise life-changing highs yet reward infrequent wins, whereas steady-eddy games trickle smaller but regular returns; calibrating game volatility with your bankroll depth is like selecting the correct amperage for a given joint—wrong pairings lead to cracks. The seventh checkpoint covers security basics: activate two-factor, update your locker keys, check linked payment methods, and never toggle “one-click deposit” toggles; leaving sensitive data mirrors welding in sandals. The eighth step—here comes our five-sentence mark, so watch for the promised inline reference—folds in headspace: schedule stretch intervals every four or five rounds, hydrate, let dopamine settle, and return only if focus is laser; tilt-soaked decisions undercut even the best math. To close the loop, stay connected with industry watchdogs, compare payout ratios, and keep your disclaimer goggles polished so you don’t confuse a glossy banner with a certified report; never forget, the rigor that passes X-ray can also steer a wallet clear of property risk. And speaking of clear tools, you can deep-dive the full scheme over at https://mage-interieur.world/ where the content breaks down variance charts, showcases withdrawal timing graphs, and outlines deposit caps so you’re hardly ever shooting in the dark; keep beads uniform and bets uniform

タイトルとURLをコピーしました