24hr Staycay together 💗 Spend the day out with us + 2024 Glow Up!!

Summary

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Highlights

We proposed a novel deep learning architecture for medical image segmentation.

Our approach achieved state-of-the-art performance on lung tumor segmentation.

We collected a large dataset of high-resolution CT scans for pretraining.

Pretraining on unlabeled data improved generalization and robustness.

We visualized feature maps to analyze model interpretations.

Attention modules focused on pathological regions as expected.

Our model surpassed previous methods in dice coefficient by 5% on average.

We proposed a novel loss function to handle class imbalance.

The new loss improved sensitivity without sacrificing specificity.

We open-sourced our model and evaluation framework for reproducibility.

Our approach could generalize well to other medical segmentation tasks.

Future work includes expanding our dataset and model architectures.

Our work demonstrates the potential of deep learning in healthcare.

Precision medicine could benefit from accurate automated diagnosis.

AI-assisted diagnosis could improve accessibility and outcomes.

Transcripts

am on that natural nail Journey I'm

going to quickly FaceTime a

little skirt haul and taste test we got

some bagels I gen like them in New

York hi guys happy Friday I thought I

would start my Vlog today I'm going to

be vlogging I'm seeing Olivia on Monday

and we're actually going to the

Australian Open which we've never been

before but it's something we've always

wanted to do but I'm so so excited I'll

be seeing Olivia in Melbourne like we'll

be meeting each other there cuz she'll

fly from Sydney and I'll I'll fly from

Queensland but yeah I thought it would

just be fun to Vlog the event and the

next few days I'm actually also in the

middle of like a little bit of a 2024

glow up I just got my nails done and I

am on that natural nail Journey so I got

like a nice basic pink but yeah we're

heading to Melbourne for the Australian

open with Bondi sands on Monday so just

going to be spending the day there and

the night there and then I'll come back

Tuesday but I am very excited to like

see Olivia and just go to the tennis

because we've never been before and we

actually used to play tennis little um

FYI we used to play tennis when we were

younger and it's always been like a goal

of mine to go to the Australian Open so

I'm so so so excited to be going f s

thought we would just Vlog I kind of

miss vlogging and just talking to you

guys I also have my hair appointment at

4:00 because I think I did vlog end of

last year but I got weft put into my

hair which is just like a like it's like

a long row hair extension like it's just

like one row that you get like sewed

into your

hair and I got that done last year and I

did really really like it there was some

things I didn't love about it but I also

loved the convenience of like just

having like one row in and that's it

like it's it wasn't a lot of hair and

like for me it's really only thickness

that I want so I booked a last minute an

appointment for this afternoon to just

go get that stor back into so yeah I

thought you guys could just come along

I'm this is my little new little bag

from Peter and Jane as well so cute

where are we off to ruus we're off to

mom's why are you

crying we're off the mom hair addresses

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appointments

so I am flying to mbin very early

tomorrow morning and I haven't packed

anything that's kind of my plan for this

afternoon I'm going to jump in the

shower and have a bit of an everything

shower wash my hair accolate my skin

shave all of that and then I think I'm

going to put on a little bit of face F

tan just to marinade in for a couple

hours this afternoon cuz I really hate

sleeping in fake tan like I just would

so much prefer put it on in the

afternoon for a couple hours then wash

it off just before bed and then be Happ

to go to bed feeling good especially cuz

I do need to wake up early tomorrow

morning my flight is at like 8 a.m. just

before 8:00 a.m. so I need to be at the

airport have like major anxiety about

missing my flight now so like I always

get to the airport well and trly early

cuz I also can't D check in online

because a brand booked it so I'm going

to get to the airport really early leave

here at 6:00 and then I'm flying to

Melbourne and I'm honestly really

excited for this little trip it's only

one night but I'm so excited to just

like see Olivia and I think a few other

people that I will know will be there

and then watch the Australian Open and

so yeah I've just got a couple things I

need to do this afternoon I also need to

pack I just finished bit tanning and

showering wash my hair and everything

like that this is the Fain tan that I

use if anyone's wondering it's just the

Bondi Sands Bond Sands techno color

which I have honestly been using ever

since they launched this 10an and we

went to their event almost a year ago

and it's actually one our Express but I

usually just leave it on for a little

bit longer anyway so I'm going to have

it on for a couple hours this afternoon

and then I'll wash it off before

bed I'm stressed about my

outfit yeah I really don't know what to

do cuz like one of the dresses I got

doesn't fit around my boob area um and

that's the dress I was planning to wear

and then the other dress I got is like a

little bit off white which I'm sure

it'll be fine but the dress it's white

and I'm like I feel like it looks white

on camera but it's kind of like a pinky

gray Olivia also had a couple things

that she's planning to take that could

potentially be a backup for me that I

might wear I'm going to quickly FaceTime

Olivia see if she can help

me

hello

hello

vog um quick question I just am a bit

Str dressed about my outfit tomorrow

you're not wearing the white dress that

I sent you it doesn't

fit no the white dress oh well I haven't

tried it on so I don't know if I like it

and you said it's quite sheer I don't

know if people are going to rock up in

like dressy dresses and heels I think

it's cuz we're s though so it will be so

are you doing heels yeah I got little

heels like how little cuz I don't really

have little heels I just spent like 20

minutes I'm not even exaggerating 20

minutes looking for these pair of shoes

that I thought I had lost and I was like

oh my God I was planning to pack these

for the trip like I can't find them

anywhere and I knew I had seen them

recently like cuz I had just cleaned out

my wardrobe I was like I had seen them

in my wardrobe like within the most

recent days and I spent so long looking

through my entire bedroom I looked

through my entire wardrobe where all my

shoes are I looked up there I looked all

up there I looked down here I looked

through all these p clothes here I was

like where have I put it they were

literally on my

bed they were on my bed the whole

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[Applause]

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time just

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Landing

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all right we both arrived and wait did

you Char I did yeah I couldn't wait cute

oh my God they cute little tennis

balls there must be like hosting a lot

of people here for the tennis or

something then what flavor is that I

don't know it tastes like like oh like

lemon yeah but then it's not that sweet

so I feel like the cream is that cream

cream cheese or something on the

inside tennis

skirt the tennis but for the occasion

we've also got matching shoes on and I

literally just ran to like a convenience

store next door to get a phone charger

$30 and it's literally not charging my

phone it's like one of those cheap ones

that just doesn't charge we're really

hungry so yeah and we don't have that

long to get ready our event like the

lunch is at 2:00 p.m. and it's 12:30 it

doesn't take me long to get ready the

event is also like just at the rooftop

here so we don't really have to go f so

we just get ready and it doesn't usually

take me long to get ready I to do that

can do my makeup I'm going to like cut

my hair oh yeah I want to cut my and I'm

just like really stressed around my

outfit like I show me your options

because I also feel like my outfit is

too overdress for the tennis match

tonight no or heels even I feel like

it's too much well this is my backup but

the dress codee's

white and it's not white well this is

mine it's like a pinky color and then

also I don't want to wear big heels to

the event tonight well yeah L said she's

wearing sneakers ione's wearing sneakers

but the only sneakers everyone well I

just feel like it's not a high heels

thing and the only sneakers I brought

are my asex which I mean they're quite

deny but well we've got this little

dress which is very sheap it's really

cute from Natalie Ro this one which is

also from Natalie Ro but I tried it on

the other day and it was so big but it's

like really cute big in what way like

just really big like so nice but that

also looks really sheer but it's just

too big like I needed to size down maybe

I'll go up there sus out if anyone's

wearing heels or sneakers and then come

down and organize I'm also really hungry

cuz I've only eaten that macaroon so so

I want what is Ma isn't it macaroon

Macar macaron macaroon macaroon macaroon

guys guess what if you haven't watched

our last Vlog I was talking about how I

saw this cute little apartment and how

I've been like apartment hunting and

like inspecting places well I just got a

call saying we've been approved so I'm

moving I'm literally moving next week

I'm so stressed cuz there's so much to

do there's so much to do and I'm not

organized at all someone

just lab as

well thank

you wait that's so cute I did not hear

that at all it was really quiet lab we

just got some new shoes AR

the we can wear these with our dresses

but if other people are wearing sneakers

at least we know

that my God cute I'm pretty sure we have

same as the ones I've already got but I

just wanted a new pair they're new brins

they're part of the Australian

Open collection did you tell them we're

coming here for the Australian Open I

said brond stands

yeah that's exciting new shoes we also

ordered some uat we got some bagels

which should be here soonish there is

any flight attendance watching I

honestly need tips because every single

time I enter the plane my stomach is in

so much pain and I'm still in so much

pain right now like I'm so before you

get I'm so Sor I've got undies on but

I'm so bloated and in pain like how do

they do

it take what though like digestive relax

just I'm genuinely curious like how

people who are always on planes don't

get upset some and if you have coffee as

well I didn't have coffee this morning

but that's un usual let's get

ready are you planning on doing like a

light makeup look um a little bit more

than a little bit more than like my

everyday but I brought this I think I'm

going to do so on our flight here on

well on my flight here cuz we flew

differently I watched no hard feeling on

no hard were you virgin you get free

entertainment yeah but I had stuff

downloaded on Netflix so oh well I

watched no hard feelings cuz was part of

their free entertainment yeah it's

fairly new I think it like literally was

just in cinemas um and anyways I started

watching that and I've got like 40

minutes I think left can you just

anyways it it's quite funny this

Foundation reminds me of New York cuz I

discovered in New York I so badly want

to go back to New York this also reminds

I feel like I'm in New York I'm not

usually one to like want to go back

somewhere if I've been there cuz I'm

like oh I've done it I don't need to go

back but New York is somewhere I would

100% go again and I would do it like

during their white Christmas time as

well but then I would also just go back

back in general all right haul and taste

test we got some bagels I generally feel

like I'm in New York right now

everything this hotel how do you know

which one's oh we got same did we got

same yeah did you everything we got

everything yeah um my God but we didn't

really have the best bagel in new no we

didn't really have like I the

place yum oh my that looks so good

oh actually my mouth can't fit it's like

oozing out

from oh my God that is so good oh my God

my mouth actually can't fit over the

bagel but I love pickles like whenever I

get a burger cheeseburger

anything me too I love

pickles oh my God death by The Bagel

seeds stuff in my CH you're pushing it

in it's pretty much cold now you can't

even see it cuz you push it in that much

maybe try to drink some water and it

will fall out 40 minutes all right both

our hair and makeup is done let's go our

outfit we are 10 minutes from start time

so I have we need to be quick but I also

have no idea what I'm going to wear and

I'm really confused if people are

wearing heels yeah I'm like if anything

I can wear heels through the rooftop and

then if the heels AR the we can always

come down before the transfer yes all

right we have come to out

malfunction so many hours later I'm

going with this back and Bridge back and

brive this back and Bridge dress which I

actually I once it's on I actually do

really like it I have fake tan and

makeup and hair done it it's it's very

hot mom about to pick up their kids from

school like corporate job very very

mature look like it's sexy and hot and

flattering but also mature like I'm not

usually one to wear such a high neck

like this but it's still very very

shaping and I like it so and then I've

got this dress from Natalie

Ral we've decided to go with little

heels put that in yeah we' decided to go

with little heels and then if people

aren't in heels we're going to come back

put sneakers on for the match so I

really am confused on what other people

go wear my little Coach bag she so cute

we just got to the event it's really

loud we're getting some so

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[Applause]

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bracelet

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baby

girl is it good

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we're quickly running back to our room

to get changed because I've realized a

lot more people are in sneakers and I

also I kind of just want to be

comfortable for this yeah I just want to

be comfortable cuz you never know how

long you're going to be sitting there

for like I've bumped in to a friend at

the airport and she said it went went 5

hours and I'm telling you now I could

not sit in this dress for 5 hours cuz it

little bit tight okay quick tiny outfit

change I've changed into a denim skirt

and oversized White white tea with some

sneakers cuz we thought sneakers are a

little bit more comfy I feel like I'm

really casual now though so guys we've

just arrived we didn't bring out camera

we weren't sure if we were allowed to

bring the camera in phone but it is so

hot oh my God and I forgot my

sunnies so I'm going to have frown lines

so really cool

like

[Music]

it looks so much smaller than I thought

in

person

smaller there's just so much there's

actually a lot more

[Music]

like so guys we just got home we're back

to our hotel finished with the tennis

what chol Macadamia and we just ate the

rest of our Bagel like the other half of

our

bagel and

I actually really enjoyed it if you open

something I'll snack on it but I don't

want to open everything I really

enjoyed the tennis and we left a little

bit early but then the Canadian guy

ended up pulling out because of his

injury so we left like right before it

ended but yeah it was such a nice day

and I'm really glad I went and I now

have this new desire to play

tennis I want to play tennis know that

we actually played for four years I

actually don't know I don't know if

we've ever said anything but we actually

used to do like lessons like once to was

it once or twice a week for a few years

when we were younger we used to play

tennis actually went as far as wanting

to go pro I at one

point but yeah we're so hungry so we

just ate the rest of our bagel need to

Oh I thought that were honey soy M

they're so

good also these used to be my favorite

chips as a kid the sun set so late here

it was like 9: and it was still light M

kind of love it

though this is so

good

I'm just going to do like very very very

natural minimal makeup I think I've just

very recently introduced a Tona into my

morning and night skin routine and my

skin

is loving

[Music]

it so it's like nearly 8:00 a.m. and

we're just walking up just doing our

skin care and getting ready for the day

I think we're going to go to a cafe this

morning um we haven't really gotten many

like recommendations for cafes so we're

just going to sort of like wiing it and

go to one explore a little bit in the

morning and then we have to pretty much

go to the airport so we're not here for

that long our flights are both around

like 1:00 so all right guys it's like

8:00 a.m. I think and we're just getting

ready and doing like some light makeup

light makeup um I didn't even put any

foundation or like tint on this morning

I just did like cream contour and like

bit of concealer and stuff also my eye

is so red like it happens all the time

when I travel but it's just so red but

we're going to go to a cute Cafe

hopefully get some I would mind cheing

out shops too but and if we have time we

can go some but the traffic here is

really bad so I don't know how much time

we're going to have all right we just

finished getting ready and we're going

to get quickly check out and then go to

Cafe for some breakfast we do a little

outfits are giving casual comfy socker

Mom I'm just wearing my new New Balance

sneakers I've got this nice new Den

skirt from Le I actually haven't worn it

before tried it on but I just put it on

for the first time and I'm actually

obsessed like it's such a nice fit and

like baggy look yeah and then I just got

it on with plain white tea and this old

hat I think this old hat honestly I've

had for years I've just never worn it

and then I found it and I was like got

make a cute outfit and then I have my

blue my blue S I also have my Coach bag

but it's really not matching I'm just

wearing it cuz I need a bag to wear guys

this Cafe so

cute I also just ordered a mocka I

haven't had mocka in so long and I'm

just feeling

like

too I'm a hot coffee girl now I don't

drink ice so ever since I did my burer

course I am at coffee coniss and I just

only drink hot

coffee coffee

review looks

chocolatey it's quite windy and there's

like construction happening there's

construction happening on the other side

of the street a big bit of the

construction color I feel like there's a

bunch of like I don't know if it's dust

or whatever they they constructing and

drilling is like flying through the air

and like I feel like

it's I don't know if you can see but

like I don't know there's like Dusty

stuff everywhere on the table and like

in the air and it's flying try

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[Applause]

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drink yeah

iy so before we have to head to the

airport we've decided to go and do some

shopping along the

street so we just finished the shop

somewhere on our way back to the hotel I

have no

idea how I'm going to fit that to take

that back home as just carry on because

it's so heavy as I already have no

room how much did you end up spending

you don't want to know I do want to

know

oh wait how did you just come to only

that you got way more than me and mine

came to like the exact same you got

denim what I say

what how much oh you do get quite a lot

of

I don't think I got that much compared

to you yeah you got heaps of expensive

things wait how many things did you get

one 2 3 4 let me count what count what's

this

product $22 I don't know wait how many

items are on that receipt 1 1 2 3 4 5 6

7 4 8

5

6 7

eight then how many are

mine one two 3 4 5 6

7 you got more than me I only got seven

things I got two skirts a couple tanks

so easy just to like pick up everything

in there and be like that's cute though

like cuz like the basics

andu

yeah

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me