Automatic recognition of facial expressions using hidden Markov models and estimation of expression intensity (Technical report. Carnegie Mellon University. The Robotics Institute)
Automatic recognition of facial expressions using hidden Markov models and estimation of expression intensity (Technical report. Carnegie Mellon University. The Robotics Institute)
Discover Automatic recognition of facial expressions using hidden Markov models and estimation of expression intensity (Technical report. Carnegie Mellon University. The Robotics Institute) by Jenn-Jier James Lien.
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After spending years working in the corporate world, Jenn-Jier James Lien finally decided to pursue a lifelong passion for writing. They currently reside in a quiet suburb where they spend most of their time outlining new stories, reading extensively, and occasionally attempting to bake.
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Nicholas AllenJanuary 02, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
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Robert WalkerApril 09, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Not bad at all.
Laura TorresMay 17, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Barbara TaylorJune 06, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Richard ThompsonJune 10, 2025
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
James NguyenJuly 18, 2025
It was okay. It had some good moments, but the overall plot felt a bit disjointed in the second half. Just right down the middle.
Gary ReyesNovember 30, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Christopher EvansSeptember 15, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Sandra FloresJuly 04, 2025
I liked it for the most part. It held my attention, even if a few things were a little predictable. Still a good book.
Joseph BrownSeptember 25, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Charles FloresMay 17, 2024
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Christopher HarrisSeptember 22, 2025
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Amanda MillerMay 05, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Ryan WilliamsMarch 21, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Jennifer MartinezFebruary 27, 2024
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Margaret ThompsonJuly 02, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Gary GreenApril 28, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Melissa LeeJanuary 09, 2024
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Barbara WilsonMarch 03, 2024
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Anthony ThomasJanuary 16, 2024
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Donna RobertsNovember 25, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Susan MillerApril 05, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Gary ThompsonDecember 04, 2024
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. A solid 5/5 for me.
Ashley PhillipsSeptember 02, 2025
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Amanda HarrisApril 28, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Sharon MooreJuly 24, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. Still a good book.
Rebecca GonzalezAugust 28, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Melissa TorresAugust 02, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Susan GarciaApril 11, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Donna ThompsonJune 12, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Joshua FloresMay 11, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
George WhiteSeptember 23, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Thomas HernandezJune 24, 2025
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Carol WrightJanuary 29, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Laura RodriguezOctober 23, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Paul TaylorMarch 21, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
John MartinMarch 28, 2024
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Would probably read it again at some point.
Paul CollinsJanuary 14, 2024
An average read for me. It had some good moments, but the overall plot felt a bit disjointed in the second half. It's fine if you have nothing else to read.
Kimberly MooreMay 22, 2025
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Kenneth CruzJuly 02, 2024
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Cynthia AndersonAugust 21, 2025
I have mixed feelings about this one. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Rebecca WilsonJuly 02, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Ashley JacksonJanuary 15, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Donald MillerMarch 27, 2024
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Edward LopezMay 05, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Donald BrownMay 24, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Cynthia AndersonMay 28, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Cynthia LopezMarch 26, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Donna WhiteAugust 20, 2025
It was okay. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Margaret HarrisDecember 18, 2025
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Nancy SmithAugust 25, 2025
It was okay. It felt a bit repetitive in the middle. Could have been shorter. It's fine if you have nothing else to read.
Donna AdamsJune 23, 2025
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Steven RamirezSeptember 20, 2025
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Patricia JohnsonDecember 28, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Melissa MillerOctober 10, 2024
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Cynthia LewisFebruary 22, 2025
Glad someone recommended this to me. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Ashley JacksonSeptember 11, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Steven PhillipsNovember 06, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Joseph BrownDecember 23, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Carol PerezJanuary 24, 2024
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. Still a good book.
Richard GonzalezAugust 06, 2025
Pretty good overall. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
Donna WhiteAugust 26, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Cynthia AndersonJanuary 19, 2025
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. Still a good book.
Sandra MooreMay 05, 2024
An average read for me. It had some good moments, but the overall plot felt a bit disjointed in the second half. It's fine if you have nothing else to read.
Elizabeth MillerFebruary 13, 2025
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Brian MillerJanuary 24, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Susan HallNovember 27, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Jessica MillerOctober 21, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Joseph TorresSeptember 07, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Dorothy RiveraJune 20, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Patricia RiveraOctober 14, 2024
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Nancy SmithFebruary 15, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
William AdamsAugust 08, 2024
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
Deborah AllenJuly 30, 2024
An average read for me. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Carol PerezMay 08, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Elizabeth GarciaFebruary 20, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Margaret WalkerJuly 13, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Eric HillJuly 30, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Thomas JacksonDecember 27, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Richard ParkerSeptember 10, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Joshua MartinezJuly 29, 2025
Not bad, but not my favorite. It had some good moments, but the overall plot felt a bit disjointed in the second half. Might work better for someone else, just wasn't completely for me.
Christopher RamirezJune 28, 2024
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Barbara CarterSeptember 11, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
James ParkerSeptember 26, 2025
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Daniel HillNovember 09, 2024
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Christopher TaylorJune 27, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Laura RodriguezSeptember 06, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
William ParkerApril 20, 2025
Took me a few chapters to get into it, but it was worth it. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Dorothy CollinsMay 31, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Charles CruzNovember 18, 2024
A very satisfying read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Would probably read it again at some point.
Linda MooreMay 01, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Laura EvansSeptember 06, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Paul CruzFebruary 12, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Edward PhillipsMay 10, 2025
Glad someone recommended this to me. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Joshua CampbellJuly 05, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Might work better for someone else, just wasn't completely for me.
Steven ThompsonOctober 12, 2024
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Sarah RodriguezMay 27, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Richard KingMarch 17, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Glad I picked this up.
Richard ThompsonJanuary 12, 2025
A solid read. It held my attention, even if a few things were a little predictable. Not bad at all.
Thomas RobinsonFebruary 22, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Amanda RamirezJanuary 10, 2024
An average read for me. The pacing was a bit slow and I found myself skimming a few pages. It wasn't terrible, just okay. It's fine if you have nothing else to read.
Daniel PhillipsJuly 05, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Jacob WhiteJanuary 22, 2025
A solid read. It held my attention, even if a few things were a little predictable. I'd probably recommend it to a friend.
Charles TaylorFebruary 13, 2025
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Daniel WilsonSeptember 15, 2025
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Linda ThompsonAugust 25, 2024
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Anthony RobinsonMay 23, 2025
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Nancy AdamsDecember 21, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Jacob MillerApril 07, 2024
It was okay. Some parts were interesting, while others were a bit of a slog to get through. It's fine if you have nothing else to read.
Mary NguyenJune 04, 2025
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Emily TorresSeptember 09, 2025
Not bad, but not my favorite. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Donna RobertsApril 07, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Nicholas TaylorDecember 08, 2025
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Linda KingSeptember 12, 2025
Good, but not quite perfect. I liked the main character, though some of the side plots were just okay. Still a good book.
Jennifer MartinezOctober 24, 2025
A solid read. I liked the main character, though some of the side plots were just okay. I'd probably recommend it to a friend.
Charles TaylorDecember 20, 2025
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Amanda MillerMay 22, 2024
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Would probably read it again at some point.
Barbara TorresMay 15, 2025
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Sharon AllenDecember 13, 2024
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Steven RamirezOctober 19, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Emily WalkerMarch 16, 2025
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Linda CarterApril 15, 2025
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Kenneth RiveraApril 07, 2025
It was okay. Some parts were interesting, while others were a bit of a slog to get through. Probably won't read it again, but it was an okay way to pass the time.
Nancy RobertsMay 29, 2025
A solid read. It held my attention, even if a few things were a little predictable. Not bad at all.
Kevin HallMarch 14, 2024
Glad someone recommended this to me. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Thomas PhillipsSeptember 03, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. Probably won't read it again, but it was an okay way to pass the time.
Edward LopezAugust 31, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Definitely recommend it if you like this genre.
Linda ParkerOctober 31, 2024
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Daniel WhiteAugust 16, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Linda MitchellSeptember 02, 2025
Took me a few chapters to get into it, but it was worth it. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Susan FloresJuly 21, 2024
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Still a good book.
Joshua RiveraMarch 18, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Gary DiazDecember 17, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Steven AdamsFebruary 28, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Sandra FloresOctober 03, 2025
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Susan ThomasOctober 07, 2024
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Donald LewisJuly 26, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Betty PerezDecember 08, 2024
Not bad, but not my favorite. It had some good moments, but the overall plot felt a bit disjointed in the second half. Just right down the middle.
Thomas RobinsonFebruary 02, 2024
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Susan FloresApril 13, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
George WhiteFebruary 02, 2024
It was just alright. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Emily AdamsAugust 26, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Steven RamirezOctober 10, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Eric TurnerFebruary 24, 2024
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Karen EvansMay 31, 2025
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
William AdamsSeptember 11, 2024
I was pleasantly surprised. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Joshua FloresOctober 14, 2024
Not bad, but not my favorite. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Margaret ThompsonMay 12, 2024
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Laura CarterMarch 13, 2025
An average read for me. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Just right down the middle.
