In 2021, those popular films I am most looking forward to.

Although the global film market still hasn’t shaken off the cloud of COVID-19, and although the North American film market has been depressed to the lowest box office in the past 40 years, now, everyone finally has to wave goodbye to the difficult 2020.

Too many things have happened in 2020, and even the way of film distribution is quietly changing, from cinema to online. ……

We are now in an all-streaming world.

However, no matter what will happen next year, the year after next and the future, one thing will not change. The filming, production and distribution will continue.

Many films originally scheduled to be released in 2020 or expected to premiere at the 2020 film festival did not arrive as scheduled this year. Dozens or even hundreds of films have been postponed to 2021, which may become an extremely "deadly" and extremely crowded film year.

It has been asserted that, optimistically speaking, if Ming Xia, a North American cinema, starts to operate normally (of course, this is a big assumption)-it will mean a potential "bloody battle" in the film market.

Recently, The Playlist has listed a list of the 100 most anticipated films in 2021. Everything is unpredictable, everything is changing, and 2021 will be a more unpredictable year. As for whether these highly anticipated films will appear next year, no one can say for sure now. However, we can be sure that the film will continue to be filmed and the audience will continue to look forward to it.

Let’s take a look at the 100 most anticipated films in 2021!

1. Killers of the Flower Moon killers of the flower moon

Director: martin scorsese

Screenwriter: eric roth/David Glen

Starring: Leonardo DiCaprio/Robert De Niro

In the 1920s, a mysterious death happened in the Osage Indian tribe in Oklahoma, USA, which prompted Hoover and the newly established Federal Bureau of Investigation to investigate. The film is adapted from David Glenn’s nonfiction bestseller of the same name. martin scorsese led his two generations of royal men, Robert De Niro and Leonardo DiCaprio, to form a golden lineup. The shooting cost was as high as $200 million, and it was produced by Apple TV+.

Lao Ma said with a smile that Killers of the Flower Moon would be his first western film. Screenwriter eric roth revealed last year that De Niro played a serial killer in the film, and DiCaprio played a bad guy, the nephew of the character played by De Niro. Killers of the Flower Moon is expected to start shooting in February next year, and the distribution right of the North American cinema belongs to Paramount.

2.Soggy Bottom

Director: paul thomas anderson

Screenwriter: paul thomas anderson

Starring: bradley cooper/Ben Safdie/Alana haim/Cooper Hoffman.

PTA new film. The film is set in the 1970s, and the story revolves around a high school student and child star actor in san fernando, California. The film has not yet been officially named, which will be the first time PTA has turned its attention to high school life. Earlier, it was reported that the style of the new film would be similar to Magnolia.

3. The French Dispatch

Director: wes anderson

Screenwriter: wes anderson

Starring: Benicio Del Toro/Adrien Brody/Tilda Swinton/Léa Seydoux/Frances McDormand

With four stories, four frames and an all-star cast, the French Mission is solemn and humorous. It is called "a love letter to an American newspaper outpost reporter in a fictional French city in the 20th century".

Because of this year’s epidemic, this epic "Love Letter" created by wes anderson has been postponed twice, so it will be seen in 2021.

4. Nightmare Alley

Director: guillermo del toro

Screenwriter: guillermo del toro/Kim Morgan/william lindesay Grayson

Starring: bradley cooper/Rooney Mara/Cate Blanchett/willem dafoe/Toni Collette

The new version of Jade Face is a remake of film noir in 1947, which tells the story of a greedy swindler and a female psychiatrist conspiring to defraud patients of money.

Guillermo del toro once described this story as a very restricted story, and the film is also a "social bottom" film, which will be in the same strain as the old version directed by edmund goulding. The film was produced by Fusearchlight.

5. Dune in Dune

Director: denis villeneuve

Screenwriter: denis villeneuve/eric roth/Jon Spaihts/Frank Herbert

Starring: Timothée Chalamet/Rebecca Ferguson/oscar isaac/josh brolin/Stellan Skarsgard

The story of Dune revolves around the son of an aristocratic family entrusted to protect the most valuable assets and the most important elements in the galaxy. The first preview is amazing, and countless fans are eagerly looking forward to this visual feast created by denis villeneuve.

Dune was originally regarded as one of the highest-grossing movies this year, but in the end it missed the 2020 schedule. As the producer Warner decided to switch the film to HBO Max, the film has now become the focus of debate between Warner and one of the producers, Legendary Pictures.

6. Bergman Island

Director: Mia Hansen Love

Screenwriter: Mia Hansen Love

Starring: Tim Roth/mia wasikowska/Vicky Krieps/anders danielsen lie/Joel Spira

An American couple working in film came to Bergman Island, a place that inspired movie master and ingmar bergman, and wrote a script for the film. Reality and fiction began to blur.

In 2016, director Mia Hansen Love and his companion filmmaker olivier assayas came to Bergman’s hideaway and wrote the script of Bergman Island. Mia wasikowska and Norwegian actor Anders danielson Lee play husband and wife in the film.

7. The Power of the Dog

Director: jane campion

Screenwriter: jane campion/Thomas Savage

Starring: benedict cumberbatch/Kirsten Dunst/Jesse Plemons/Tomasin Mackenzie/Kodi Smit-McPhee

The film tells the story of a pair of brothers in Montana who jointly own a ranch. One of them marries a local widow, and a ruthless brother war begins immediately. Jane campion’s last work was The Bright Star in 2009. Due to the influence of the COVID-19 epidemic, the production of this film was once stopped this year, but it is almost certain to be released next year. If it fails to appear in Cannes next year, the film will be expected to come out next autumn or winter.

8. "Blonde"

Director: andrew dominic

Screenwriter: andrew dominic/Joyce Carol Oates

Starring: ana de armas/Adrien Brody/bobby cannavale/Haley Webb/Colleen Foy

Blonde Beauty is a fictional chronicle of Marilyn Monroe’s inner life, directed by Australian director andrew dominic and adapted from Joyce Carol Oates’s novel of the same name with unconventional biographical themes.

Some people say that the original book is more like a wild dream than a standard biography. The hot ana de armas plays Marilyn Monroe in the film. Andrew dominic is full of confidence, claiming that this film may become one of the top ten best films of all time.

9. calling friends C’mon C’mon

Director: mike mills

Screenwriter: mike mills

Starring: joaquin phoenix/Woody Norman/gaby hoffmann/Cooper Jack Rubin/Khadija Emma Neumann.

The story revolves around an artist and his nephew on a transnational journey. This film is also directed by mike mills, who joined hands with A24 again after 20th Century Women.

Will calling friends bring something more introspective? Something soft? Will it take the tune of Spike Jonze’s "She"? A love story, a sad story, a story without villains and superheroes? Mike mills teamed up with joaquin phoenix, looking forward to it.

10. The Tragedy of Macbeth

Director: Joel Coen

Screenwriter: Joel Coen/Shakespeare

Starring: Denzel Hayes Washington Jr./harry melling/brendan gleeson/Frances McDormand/Brian Thompson

Directed by Joel Coen, The Tragedy of Macbeth is adapted from Shakespeare’s masterpiece. A Scottish Lord was persuaded by three witches that he would be the next king of Scotland, and his ambitious wife supported his plan to seize power. Denzel Hayes Washington Jr. plays Macbeth, who has never appeared in a Cohen Brothers film before, and "Sister-in-law Cohen" Frances McDormand plays Lady Macbeth. This all-star film is distributed by A24 in North America, and the label of "Oscar Seed" seems to have been affixed.

11. Don’t Look Up Don’t Lookup

Director: Adam McKay

Screenwriter: Adam McKay

Starring: Leonardo DiCaprio/jennifer lawrence/Timothée Chalamet/Cate Blanchett/Meryl Streep

The story tells that two astronomers tried to warn everyone on the earth that a huge meteorite would destroy the earth within six months.

Adam McKay’s list of environmental satirical films is like the list of guests attending the Oscar ceremony, which is really blinding. Don’t worry, in Don’t Look Up, there is no shortage of absurd comedy and political significance.

12. Armageddon Time

Director: james gray

Screenwriter: james gray

Starring: Robert De Niro/Cate Blanchett/Anne Hathaway/oscar isaac/donald sutherland

Set in Queens, new york in the 1980s, the film tells a story about friendship and loyalty.

James gray, a filmmaker from new york, finally returned to the streets of new york, which he is most familiar with, after Lost in Z City and Ad Astra. We are looking forward to seeing a little bit of francis ford coppola or elia kazan from this film with a retro flavor. If everything returns to normal next autumn, then this star-studded film will surely be scheduled for the award season.

13. fright night in SOHO Last Night in Soho.

Director: edgar wright

Screenwriter: edgar wright/Christie Wilson-Keynes

Starring: Anya Taylor-Joy/terence stamp/matt smith/diana rigg/Tomasin Mackenzie.

A young girl who is passionate about fashion design mysteriously returned to the 1960s, where she met her idol. However, London in the 1960s was not what it seemed, and everything would eventually fall apart. The Ghost in Venice and Cry in Cold Blood, a new film made in edgar wright, is produced by Focus Pictures and will be released in North America on April 23rd next year.

14. The Northerner The Northman

Director: robert eggers

Screenwriter: robert eggers/Xiun Sigurdsson

Starring: Alexander Skarsgard/Nicole Kidman/Anya Taylor-Joey/ethan hawke/willem dafoe.

The story focuses on the revenge journey of a Nordic prince after his father was killed in the 10th century. Following the two hit films Witch and Lighthouse, the new work of maverick independent film director robert eggers is expected!

Robert eggers had previously indicated that the Viking epic "Northerner" would be very grand. This time, robert eggers teamed up with Icelandic novelist and poet Xiuen Sigurdsson to play the script. The Northerner is undoubtedly one of the most anticipated films in 2021.

15. The United States vs. Billy Holiday.

Director: Lee Daniels

Screenwriter: Susan-Lori Parks/Johann Hari

Starring: natasha lyonne/garrett hedlund/Trevant Rhodes/Evan Ross/Dana Gourrier.

The story tells that the U.S. Federal Narcotics Bureau sent undercover agents to investigate jazz singer Billie Holiday, and a heartbreaking love story between black federal agent Jimmy Fletcher and Billie Holiday began. Andrea Day (Marshall) will play Billie Holiday in the film. Paramount is responsible for the North American distribution of the film, and the film will be released in North America on February 26th next year.

16. Annette

Director: leos carax

Written by Ron Mayer/Russell Mayer

Starring: adam driver/marion cotillard/simon helberg/Christian Skibinski/Nino Porzio

The quiet life of a comedian and a world-famous soprano has undergone earth-shaking changes with the birth of their daughter Annette-Annette has a strange talent. Leo Calaque, director of "Holy Car Shop", plus adam driver and marion cotillard, what kind of sparks will this combination have in generate? It is reported that the film is expected to premiere in Cannes next year.

17. Little Mom Petite maman

Director: Céline Sciamma

Screenwriter: Céline Sciamma

The plot of the film has not been revealed yet, and it is reported that it will revolve around a family in Paris. This film is a new work by Portrait de la jeune fille en feu director Céline Sciamma, and it will probably be another poetic work by Céline Sciamma focusing on family and women. The release date of the film has not been fixed, and it is currently being filmed and is expected to appear at the end of 2021.

18. Rebel Ridge

Director: Jeremy Saulnier

Screenwriter: Jeremy Saulnier

Starring: John Boyega

Netflix thriller, which combines elements of action, suspense and black humor, will explore the injustice in the American system. Jeremy Saulnier, the director of blue ruin and The Green Room, seems to have returned to the punk rock violent style of his earliest films, and the joining of John Boyega has added more expectation.

19. titanium

Director: Julia Dikuno

Screenwriter: Julia Dikuno

Starring: vincent lindon/Agathe Rousselle

The story tells that a young man with a bruised face appeared at the airport. He claimed that he was a boy who disappeared ten years ago, and he was reunited with his father. At this time, a series of murder clouds were spreading. Julia Dicuno has attracted worldwide attention with "Eat Raw", and the new film stars vincent lindon (The Law of the Market). The release date of the film has not been fixed, and Neon has purchased the distribution rights of the film and is expected to appear at the Cannes Film Festival next year.

20. "Eternals"

Director: Zhao Ting

Screenwriter: Matthew Frebo/Ryan Frebo/Jack Kirby.

Starring: Angelina Jolie/richard madden/kit harington/gemma chan/salma hayek

The protagonist of this Marvel Comics Super English film is a group of immortal species who live on the earth and have shaped the history and civilization of the earth. The Eternal Family is undoubtedly one of the most striking films in the fourth stage of Marvel Movie Universe. Will Zhao Ting, the director of No Country, paint the Marvel Movie Universe with a different color? The Eternal Family was finalized in North America on November 5, 2021.

21. "007: No Time to Die"

Director: cary fukunaga

Screenwriter: neal purvis/Robert Wade/cary fukunaga/Phoebe Waller-Bridge/ian fleming.

Starring: daniel craig/ana de armas/Léa Seydoux/rami malek/Ralph Fiennes

The story tells that Bond retires, but his old CIA friends come to ask for help. Bond’s calm is fleeting. This time, Bond’s enemy is a mysterious villain with dangerous new technology. 007: No Time to Die is daniel craig’s last performance in Bond. MGM’s current schedule for the film is: April 2, 2021 in North America.

22. "Next Goal Wins"

Director: taika waititi

Screenwriter: taika waititi/Iain Morris

Starring: Michael Fassbender/Elisabeth Moss/rhys darby/Rachel House/Angus Sampson

The film tells the story of the American Samoa football team, which was originally called the worst team in the world. In the end, the team members worked hard and, under the leadership of the Dutch coach, they broke through themselves in the 2014 World Cup. Whether taika waititi can subvert the narrative route of the traditional white savior, let us wait and see.

23. The Harder They Fall.

Director: Jeymes Samuel

Screenwriter: Jeymes Samuel/boaz yakin

Starring: Jonathan Major/idris elba/Laz Alonso/regina king/Zazie Beetz.

The film tells the story of the fugitive Nate (Jonathan Major) who finds out that a man (idris elba) killed his parents 20 years ago and was recently released from prison, so Nate takes his accomplices to get revenge on him. "Ambition is Hard to Reject" is the first truly black western film in the last decade or more, and it is also the first film directed by musician Jeymes Samuel, and Jay-Z co-produced. It is reported that the soundtrack of this film will be similar to The Great Gatsby directed by baz luhrmann.

24. Malcolm and Mary Malcolm Marie

Director: Sam Levinson

Screenwriter: Sam Levinson

Starring: John David Washington/Zendaya

Netflix’s new film tells the story of a filmmaker and his girlfriend coming home after the movie premiere, and fame and fortune are at their fingertips, but this beautiful night suddenly took a sharp turn after something about their relationship began to be exposed, and everything became unexpected. Malcolm and Mary was one of the first films to be filmed during the epidemic, directed by Sam Levinson (HBO drama "Excitement"), and John David Washington teamed up with Zendaya, which is expected. The film is scheduled for North America on February 5, 2021.

25. Double Murder No Sudden Move

Director: steven soderbergh

Screenwriter: Ed Solomon

Starring: brendan fraser/ray liotta/kieran culkin/david harbour/jon hamm

A group of criminals get together in a mysterious environment. When their simple work completely deviates from the direction, they have to work together to explore what happened. Soderberg has been devoted to experimental innovation, and Double Murder sounds as if it has returned to his early crime comedy field. This film is powerful. According to Soderberg’s work efficiency, the new film is expected to appear next year.

26. Memoria

Director: apichatpong weerasethakul

Screenwriter: apichatpong weerasethakul

Starring: Tilda Swinton/Daniel Ximenes Cachao/Jeanne Balibar

It is reported that the film revolves around a series of strange sounds heard by a Scottish woman while traveling in Scotland. It seems difficult to classify the films directed by apichatpong weerasethakul. Although we don’t know much about the plot of the new film at present, the combination of apichatpong weerasethakul and Tilda Swinton sounds very exciting. Neon has purchased the North American distribution rights of the film.

27. "Jesus is my partner" Judas and the Black Messiah

Director: Shaka King

Screenwriter: Shaka King

Starring: Lakeith Stanfield/daniel kaluuya/Jesse Plemons/martin sheen/Ashton Sanders.

The film focuses on Fred Hampton, the leader of the Black Panther Party in Illinois, and tells the story of his fatal betrayal by an FBI informant. The preview of Jesus is my partner can be described as one of the most wonderful previews in 2020. daniel kaluuya plays Fred Hampton, and his performance is amazing. Can daniel kaluuya hit the Oscar winner with this role? Wait and see.

28. The Wind Direction The Last Planet

Director: terrence malick

Screenwriter: terrence malick

Starring: mark rylance/aidan turner/joseph fiennes/Ben Kingsley/matthias schoenaerts

Terrence malick’s new film, which will tell several episodes in the life of Jesus Christ through fables. At present, the filming details are kept secret. Mark rylance said that he would play more than one version of Satan in the film. Geza Rorig (Son of Saul) plays Jesus, and matthias schoenaerts plays the apostle Peter.

29. Decision To Leave.

Director: Park Chan-wook

Starring: Tang Wei/Hae-il Park/Lee Jung Hyun/Gao Gengshao/Yong-woo Park

Park Chan-wook’s new film tells the story of what happened after a criminal policeman met the mysterious wife of the deceased in the investigation of a case of falling down on a mountain. This time, Park Chan-wook returned to the genre of crime and reasoning. Hae-il Park plays the criminal police, and Tang Wei plays the wife of the deceased. Seo-Gyeong Jeong, the screenwriter of "Miss", plays the script. The film has been turned on before, but it has temporarily stagnated due to the epidemic.

30. Untitled Jonathan Glazer Project, a movie about the war in jonathan glazer.

Director: jonathan glazer

Screenwriter: jonathan glazer

The film tells a story that happened in a concentration camp in World War II. A Nazi officer fell in love with the wife of the commander of the concentration camp. Jonathan glazer is famous for his mystery, and the star of the new film has not been revealed. It is reported that the film is adapted from the novel "Interest Zone" by British writer Martin Amis, and the background of the novel is set in Auschwitz concentration camp.

This novel published in 2014 explores the disturbing idea that "the flower of love blooms in a savage place" and explores the contradiction of the human soul. If jonathan glazer’s new film is really adapted from this book, there is no doubt that the audience will also see these challenging and disturbing things in the film. This film is undoubtedly one of the most anticipated films next year.

The other 70 most anticipated films in 2021 are as follows:

31. Moonlight Panic: Killing Halloween Kills

Director: david gordon green

Screenwriter: david gordon green/Danny McBride/Scott Thames/john carpenter/Debra Hill.

Starring: Jamie Lee Curtis/Judy Greer/Andy Maticek/Kyle Richards/anthony michael hall.

32. Candyman

Director: Niya Da

Screenwriter: jordan peele/Wen Rosenfeld/Niya Da/Clive Barker/bernard ross.

Starring: Yahya Abdul-Maidin/teyonah parris/Coleman Domingo/Tony Todd/Nathan Stewart-Jarrett.

33. "Moment" Everything Everywhere All at Once

Director: Dan Guan/Daniel Scheinert

Screenwriter: Dan Guan/Daniel Scheinert

Starring: Jamie Lee Curtis/Stephanie Xu/Guan Jiwei/Peter Banifaz.

34. Infinite Sadness Triangle of Sadness

Director: Ruben Ostlund

Screenwriter: Ruben Ostlund

Starring: Woody Haeerlson/Harris Dickinson/Chalby Dean Coric/Oliver Ford Davies/Zlatko Buric.

35. "Spider-Man: Heroes Return 3" Untitled Spider-Man Sequel

Director: Jon Watts

Screenwriter: Steve Ditko/Stan Lee/Chris McKenna/Eric Summers

Starring: Tom Holland/Zendaya/benedict cumberbatch/Tobey Vincent Maguire/Andrew Garfield

36. "Olympia Block" Les Olympiades

Director: jacques audiard

Screenwriter: jacques audiard/Léa Mysius/Céline Sciamma/Adrian Tomine.

Starring: Gene Viè ve Doang/Polwhite/Line Phé/Makita Samba

37. Task Force X: Full Assembly The Suicide Squad

Director: james gunn

Screenwriter: james gunn/John Ostrander

Starring: idris elba/Margot Elise Robbie/joel kinnaman/john cena/jai courtney

38. Mission: Impossible 7

Director: Christopher McQuarrie

Screenwriter: Christopher McQuarrie

Starring: Tom Cruise/Rebecca Ferguson/vanessa kirby/hayley atwell/Pom Klementieff

39. Radio Copy Radioscopie

Director: claire danes

Screenwriter: claire danes

Starring: Juliette Binoche/vincent lindon

40. A Quiet Place 2》A Quiet Place Part II

Director: john krasinski

Screenwriter: john krasinski/Scott Beck/Bryan Woods

Starring: john krasinski/Emily Blunt/Cillian Murphy/Noah Jupe/Djimon Hounsou

41. Souvenir: Part II The Souvenir: Part II

Director: Joanna Hogg

Screenwriter: Joanna Hogg

Starring: Tilda Swinton/Harris Dickinson/Charlie Sitton/joe alwyn/Richard Ayoade

42. Babylon

Director: Damien Chazelle

Screenwriter: Damien Chazelle

Starring: Margot Elise Robbie/Brad Pitt/Tobey Vincent Maguire/Li Lijun

43. The film Untitled Lila Neugebauer Project was directed by Anabel Negbauer.

Directed by Anabel Negbauer

Screenwriter: Elizabeth Sanders

Starring: jennifer lawrence/Brian Tee Henry/Linda Emond

44. Deep Water

Director: adrian lyne

Screenwriter: Zach Helm/Sam Levinson/patricia highsmith

Starring: ana de armas/Ben Affleck/finn wittrock/tracy letts/Kristen Connolly

45. After Yang

Director: Guo Gongda

Screenwriter: Guo Gongda/Alexander Weinstein

Starring: Colin Farrell/Judy Turner-Smith/Haley Lu Richardson/Clifton Collins Jr./brett dier

46. "Past" Passing

Director: rebecca hall

Screenwriter: rebecca hall/Nella Larsen

Starring: tessa thompson/ruth negga/Alexander Skarsgard/Andre Holland

47. The Card Counter The Card Counter

Director: Paul Schrader

Screenwriter: Paul Schrader

Starring: oscar isaac/willem dafoe/Tye Sheridan/Tiffany Haddish/Alexander Babara

48. The Virgin Benedetta

Director: paul verhoeven

Screenwriter: David Birke/paul verhoeven/Judith C. Brown

Starring: Virginie Efira/Lambert Wilson/clotilde courau/charlotte rampling/Hervé Pierre

49. The Matrix 4》The Matrix 4

Director: lana wachowski

Screenwriter: Alexander Hermon/lana wachowski/david mitchell

Starring: keanu reeves/jonathan groff/Yahya Abdul-Maidin/Kerry-Ann Moss/jada pinkett smith

50. The Eyes of Tammy Faye

Director: Michael Showalter

Screenwriter: Abe Sylvia

Starring: Jessica Chastain/Vincent D’Onofrio/Andrew Garfield/cherry jones/sam jaeger

51. The Green Knight in The Green Knight

Director: david lowery

Screenwriter: david lowery

Starring: Dev Patel/alicia vikander/joel edgerton/Sarita Choudhury/Sean Harris

52. Red Rocket

Director: Sean Baker

Screenwriter: Sean Baker/Chris Bergzi

Starring: simon rex

53. Unknown Cat King movie Untitled Elvis Presley Project

Director: baz luhrmann

Screenwriter: Sam Bromell/craig pearce/baz luhrmann

Starring: austin butler/Tom Hanks/rufus sewell/maggie gyllenhaal/luke bracey

54. Stillwater city stillwater

Director: tom mccarthy

Screenwriter: Thomas Peter Gunn/Noé Debré/Marcus Hinchey/tom mccarthy

Starring: Matt Damon/Abigail breslin/camille cottin/Deanna Dunagan/Robert Peters

55. Zola

Director: Garnikza Bravo

Screenwriter: andrew neel/Mike Roberts/David Kushner

Starring: nicholas braun/Lily Gio/Coleman Domingo/Taylor Peggy/Megan Hayes.

56.An Afternoon with SCTV

Director: martin scorsese

Starring: Catherine O ‘Hara/rick moranis/eugene levy/martin short/andrea martin

57. On A Half Clear Morning.

Director: Bruno Dumont

Screenwriter: Bruno Dumont

Starring: Léa Seydoux/Beno?t Magimel/Blanche Gardin

58. On the Lan Shu Shulan River

Director: Hou Xiaoxian

Screenwriter: Zhu Tianwen

Starring: Shu Qi/Zhang zhen

59. The Velvet Underground

Director: Todd Haynes

Screenwriter: Todd Haynes

60. Black Widow

Director: Cate Shortland

Screenwriter: Jacques schaffer/ned benson/Eric Pearson/Stan Lee/Don Heck/Don Rico.

Starring: Scarlett Johansson/Florence Pew/rachel weisz/david harbour/ray winstone

61. Antlers

Director: Scott Cooper

Screenwriter: Scott Cooper/Nick Antosca/C. Henry Chaisson

Starring: keri russell/Jesse Plemons/graham greene/Scott Haze/rory cochrane

62. Don’t worry, dear Don’t Worry Darling

Director: Olivia Wilde

Screenwriter: Katherine Silbermann/Carey Van Dyke/Shane Van Dyke.

Starring: Olivia Wilde/Florence Pew/chris pine/gemma chan/douglas smith

63.Hope

Directed by Jackie Van Beek and Madeleine Sami.

Starring: aubrey plaza

64. "The Daughter in the Dark" The Lost Daughter

Director: maggie gyllenhaal

Screenwriter: maggie gyllenhaal/Elena ferrante

Starring: olivia colman/Dakota Johnson/Peter Sarsgaard/Jessie Buckley/Paul Meska.

65. Untitled David O. Russell Project, a new film from David O. Russell.

Director: David O. Russell

Screenwriter: David O. Russell

Starring: Christian Bale/Margot Elise Robbie/John David Washington

66. "Double Body" Dual

Director: Riley Stearns

Screenwriter: Riley Stearns

Starring: Karen Sheila Gillan/aaron paul/Beyola Cole/martha kelly/Jesse Eisenberg.

67.Jonty

Director: Eric Wareheim

Screenwriter: Jesse Armstrong/Sam Bain

Starring: michael cera

68.Italian Studies

Director: Adam Leon

Screenwriter: Adam Leon

Starring: vanessa kirby

69. The Brutalist.

Director: brady corbet

Screenwriter: brady corbet/Mona Fastvold

Starring: joel edgerton/marion cotillard/mark rylance/Sebastian Stan/vanessa kirby

70. Mona Lisa and the Blood Moon

Director: ana lily amirpour

Screenwriter: ana lily amirpour

Starring: ed skrein/kate hudson/Craig Robinson/Kenneth Kent Bryan/All Zhong Rui.

71. Shang Qi Shang Chi and the Legend of the Ten Rings

Director: Destin Cretton

Screenwriter: Dave Callaham/Steve engelhardt/Jim Sterling

Starring: Liu Simu/Tony Leung Chiu Wai/Awkwafina/Yang Ziqiong/Chen Fala

72. Godzilla vs Kong Godzilla vs Kong

Director: Adam Wingard

Screenwriter: Eric Pearson/Max Borenstein/Terry Rossio/michael dougherty/Zach Shields.

Starring: millie bobby brown/Eiza González/Alexander Skarsgard/rebecca hall/kyle chandler

73. "loyal Dog" dog

Director: Reid Carolin/channing tatum

Screenwriter: Reid Carolin/channing tatum/Brett Rodriguez

Starring: channing tatum/Aquila Zor/Ronnie Gene Blevins/skyler Joy/Trent Buxton.

74. Cinderella

Director: Kay Cannon

Screenwriter: Kay Cannon/james corden

Starring: Camilla Cabeo/Billy Porter/Nicholas Galitzine/Minnie Driver/Maddy Bellio.

75. Luca Luca

Director: Enrico Casarosa

Screenwriter: jesse andrews/Mack jones

Starring: john ratzenberger

76. The Passionate Life of louis wain The Electrical Life of Louis Wain

Director: Tomomori Fukuda

Screenwriter: Tomomori Fukuda/Simon Stephenson

Starring: benedict cumberbatch/Claire Foy/Andrea Reisboro/Toby Jones/Olivier Richters.

77. Cherry in Sherry

Director: anthony russo/joe russo

Screenwriter: Jessica Goldberg/Angela Russo-Otstot/Nico Walker

Starring: Tom Holland/Kelly berglund/Thomas Lennon/Jack Reynor/adam long.

78. The Good Land

Director: robin wright

Screenwriter: Liz Hannah/Jesse Chatham

Starring: robin wright/kim dickens/Demián Bichir

79. "False Positive" is false positive

Director: John Lee

Screenwriter: John Lee/Ilana Glazer

Starring: Ilana Glazer/pierce brosnan/justin theroux/Josh Hamilton/gretchen mol

80. Ghostbuster 3 2020》Ghostbusters: Afterlife

Director: jason reitman

Screenwriter: jason reitman/gil kenan/dan aykroyd/harold ramis

Starring: paul rudd/Carrie Coon/finn wolfhard/mckenna grace/sigourney weaver

81. chainsaw 9: whirlpool Spiral: From the Book of Saw

Director: darren lynn bousman

Screenwriter: Josh Stoberg/Peter Goodfinger/chris rock

Starring: chris rock/samuel jackson/max minghella/marisol nichols/zoie palmer

82. Top Gun: Maverick Top Gun: Maverick

Director: joseph kosinski

Screenwriter: Ehren Kruger/eric singer/Christopher McQuarrie/Justin Marks/Jim Cash/Jack Epps Jr./Peter Craig.

Starring: Tom Cruise/Jennifer Lynn Connelly/miles teller/jon hamm/Fang Kimmer.

83. The Many Saints of Newark

Director: Alan Taylor

Screenwriter: DeCesare/Lawrence Konner

Starring: Vera Farmiga/jon bernthal/ray liotta/corey stoll/billy magnussen

84. In the Heights in the heights

Director: Zhu Haowei

Screenwriter: Chiara Ai Lei, Gloria Huddes/Marc Klein

Starring: Anthony Ramos/corey hawkins/Melissa varela/Olga Merediz/Lin-Mannur Miranda.

85. They Cloned Tyrone

Director: Juhel Taylor

Screenwriter: Juhel Taylor/Tony Rettenmaier

Starring: John Boyega

86. The Last Duel

Director: ridley scott

Screenwriter: Ben Affleck/Matt Damon/nicole holofcener/Eric Jagger.

Starring: Ben Affleck/Matt Damon/Jodie Comer/adam driver/harriet walter

87. Gucci

Director: ridley scott

Screenwriter: Andrea Berloff/Becky Johnston/Charles Randolph

Starring: Lady Gaga/Robert De Niro/Al Pacino/Jared Joseph Leto/adam driver

88. The Mad Woman’s Ball

Director: melanie laurent

Screenwriter: melanie laurent

Starring: Léa Seydoux

89. King Richard King Richard

Director: Reinaldo Marcus Green

Written by Zach Baylin

Starring: will smith/jon bernthal/Liev Schreiber/Aunjanue Ellis/Saniya Sidney

90. "Giant Bug"

Directed by Jean-Pierre Jenet

Screenwriter: Jean-Pierre Jenet/Guillaume Laurent

Starring: elsa zylberstein/Isabelle Nanty/Alban Lenoir/Sef Hajedi

91. West Side Story West Side Story

Director: Steven Allan Spielberg

Screenwriter: Tony Kushner/Arthur Laurents/Shakespeare.

Starring: Ansel Elgort/Rachel Segler/Kyle Allen/rita moreno/corey stoll

92. Fast & Furious 9 F9

Director: Lin Yibin

Screenwriter: Dan Casey/Gary Scott Thompson

Starring: Vin Diesel/john cena/michelle rodriguez/jordana brewster/tyrese gibson

93. The Unbearable Weight of Massive Talent.

Director: tom gormican

Screenwriter: tom gormican/Kevin Etten

Starring: Nicolas Cage/pedro pascal/neil patrick harris/Sharon Horgan/Tiffany Haddish

94. The Woman in the Window

Director: joe wright

Screenwriter: Dan Mallery/tracy letts

Starring: amy adams/Gary Oldman/Julianne Moore/anthony mackie/Wyatt Hawn Russell

95. Army of the Dead

Director: Zack Snyder

Screenwriter: Zack Snyder/Joby Harold/Shea Hatton

Starring: Dave Batista/ella purnell/garret dillahunt/Ana de la Reguera/Theo Rossi

96. "blockade" Lockdown

Director: doug liman

Screenwriter: Steven Knight

Starring: Anne Hathaway/Chevat Egafo/Ben Stiller/lucy boynton/Mindy Kaling.

97. The Beatles: The Return The Beatles: Get Back

Director: Peter Jackson

Starring: John Lennon/paul mccartney/george harrison/Ringo Starr/Yoko Ono Lennon

98. "Venom: Let There Be Carnage".

Director: andy serkis

Screenwriter: Kelly Marcel

Starring: Tom Hardy/michelle williams/Woody Haeerlson/naomie harris/Stephen Graham

99. Three Thousand Years of Missing.

Director: george miller

Screenwriter: george miller

Starring: idris elba/Tilda Swinton

100. "Mysterious Sea" Uncharted

Director: ruben fleischer

Screenwriter: Matt Holloway/Art Marcum

Starring: Tom Holland/mark wahlberg/antonio banderas/Sophia Ali/Tati Gabrielle.

So, which film are you most looking forward to in 2021?

(This article is compiled from The Playlist, and the picture is from the Internet.)

Ministry of Culture and Tourism: Adhere to tourism for the people, and tourism will drive to better meet people’s new expectations for a better life.

Video loading …

On December 14th, the Press Office of the State Council held a series of press conferences on the theme of "Opening by Authorities" to introduce the situation of accelerating the construction of a strong cultural country and promoting the high-quality development of culture and tourism. Lu Yingchuan, Vice Minister of the Ministry of Culture and Tourism, said that tourism should serve the people and be driven by tourism to better meet people’s new expectations for a better life.

Editor: Liu Yanxia

Produced by Audio and Video Department of Xinhua News Agency

Ministry of Culture and Tourism: Innovating the supply of tourism products and creating tourism demand with new supply.

Ministry of Culture and Tourism: Continue to promote the integration of urban and rural public cultural service system.

"Hot"! The Vice Minister of Culture and Tourism described this year’s tourism market in two words.

See you on the basketball court! "One-legged Fighter" Luo Xiangjian’s Basketball Road

  CCTV News:On July 28th, China team won a bronze medal in women’s three-person basketball, a new Olympic event. This event was selected for the Olympic Games because many people all over the world have a special love for this sport. In Da Lang, which is known as the "hometown of basketball" in Dongguan, Guangdong Province, Luo Xiangjian, a basketball player, lost his right leg by accident at the age of 5, but this did not affect his obsession with basketball. Everyone called him a "one-legged basketball fighter".

  Luo Xiangjian:I am still optimistic by nature, and I have not been affected too much by this incident since I was a child. On the one hand, my family gave me a lot of encouragement, on the other hand, I encouraged myself. On the other hand, my teachers and classmates have given me a lot of strength and encouragement. Although I lost a leg, I think others can do it, and I can certainly do it.

  When I was in junior high school, my PE teacher told me that I could actually stand on a higher stage to show myself, so I would train according to his requirements every day. I still remember the first time I touched basketball. When I hit the first ball, I felt very happy. I can do it, and I can do it. Through basketball, I met different friends.

  Luo Xiangjian:Personally, I think basketball is like a bridge, and I am the one who walks by it. When I walk on the bridge, I will see many people coming and going. You can not only win the game, but also lose the game, and enjoy the atmosphere.

  If nothing happens, I will insist on playing basketball every day. Although I can’t play professionally, I still love basketball. I think I can love basketball in my own way. As long as I hit the ball in my own way, I am enjoying this sport.

  Luo Xiangjian:I didn’t think that I could do a career like basketball before, but I had such an opportunity last year, so I came to Dongguan, Guangdong Province, and I came to Da Lang, the hometown of basketball, to take up my favorite job in basketball. I have always insisted on standing on the court, hoping to pass this energy on to more people, and also hoping to infect some children around me, hoping that they can continue to maintain their love and keep their original heart, and hope that they can stand on a bigger stage.

  Luo Xiangjian:When we love basketball to the extreme, we always hope to have our own stadium and many friends on it. This is my wish, just like home. Everyone has a different understanding of basketball, but I hope that through my own understanding of basketball, I can tell others that I love it so much, I like it so much, encourage them, I can do it, and you can certainly do it.

Reporter: Real Madrid’s number one goal in 2024 is Mbappé, and the team is waiting for his contract to expire.

Live on May 20th, recently, the Spanish website remontadablanca interviewed Carlos Carpio, deputy editor-in-chief of Marca. In this conversation, the latter said that the number one target of Real Madrid next season is Mbappé, and the possibility of players transferring this summer is almost zero.

The website wrote: "Mbappé will be the number one target of Real Madrid next season. In fact, according to Carlos Carpio, Mbappé’s team is still in regular contact with Real Madrid. However, the possibility of his transfer in the summer window of 2023 has almost been ruled out. “

"Real Madrid executives are not considering taking any action for Mbappé this season. Besides, they don’t think Paris will agree to sell Mbappé, so they have to wait until Mbappé’s contract expires soon. “

Mbappé renewed his contract with Paris in May, 2022. Earlier, L ‘Equipe and Marca reported that his renewal period with Paris was 2+1. In the third year, he had the right to decide whether to renew his contract for one year, so now Mbappé’s contract will expire on June 30, 2024, which allows him to start negotiations with other clubs in early 2024.

Regarding the transfer of Bellingham, the reporter said that the players are very eager to play in Real Madrid. At the same time, Real Madrid executives have told modric that Bellingham will join next season, so Magic Flute should realize that his playing time may be gradually reduced.

Do you want your children to be caddies of Guangzhou team and experience the professional league appearance ceremony together? Now’s the chance!

Does your child like football? Does your child want to be a caddy with professional league experience? Do your children want to be caddies for Guangzhou team? If everything comes true, I believe your child will have an unforgettable memory, which will be an important, meaningful and valuable experience on his growth path. I am afraid it was difficult to achieve it in the past, but now the opportunity has come! Guangzhou Football Club, which has been more enthusiastic about public welfare since this year, will now give you such a ready-made opportunity.

—— On June 4th, 2023, at 15:00, Guangzhou Yuexiu Stadium, the first-class league of Chinese Football Association, Guangzhou Team vs Jinan Xingzhou Guangzhou Langqi & Guangzhou Football Club players entered the arena and held hands to select caddies. The limited registration channel has been opened. Fans are welcome to let their children participate. Please see:Guangzhou team started to sign up for caddy selection activities hand in hand!(Click below to read the original text to view)

Welcome everyone to sign up and let their children have a unique new caddy experience!

With the opening of [Video Number], we will share all the interesting and meaningful moments around us in the future, including Guangzhou Team, Hongyuan and Jielun … Sports, entertainment, film and television entertainment are all available, and everyone is welcome to support and pay attention.

Rachford decided to renew his contract, and Manchester United’s transfer budget this summer is 200 million.

Manchester United coach Tenghage talked about Rachford and the transfer of the team this summer when interviewed by Manchester United official website:

"Rachford explained his thoughts to me. He wants to stay in the team and help the club succeed. We will reach an agreement on renewing the contract, but I can’t disclose the details yet. Our focus is still on ensuring the top four this season."

"Rachford’s performance this season is very good. He scored many goals and the team played very well. We believe that we will finally get the desired results."

"The signings of the team are still being worked out. Of course, we will need a stable striker to help us score more goals. In addition, we have other goals, but I can’t say yet. "

According to British media reports, Manchester United has a transfer budget of nearly 200 million pounds this summer, including 100 million pounds for strikers and signings in other positions.

4-0 counterattack, China bombarded 103-0 and 77-0 after 00, and Sijiahui started 4-1 strongly.

In the early morning of April 23rd, Beijing time, the 2023 Snooker World Championships continued. In the second round of a focus match, China’s 20-year-old Si Jiahui took a 4-0 lead over the opponent in the first stage with veteran Robert Milkins, and after a 4-0 counterattack. In the first round, Si Jiahui beat the world champion "Magic" Sean Murphy 10-9 to advance strongly.

The World Snooker Championship is the most important annual snooker event. The 20-year-old Si Jiahui won through two qualifying rounds. Get the chance to participate in the World Championships in Crucible. And his opponent in the first round of the World Championships is very strong. He is Murphy, the first World Championship champion after 1980s, and he just won the player championship and runner-up in the Tour Championship not long ago.

In the face of powerful Murphy, Si Jiahui played a very domineering performance. His opponent in the first round is Murphy, who is in a hot state this season and won the "Magic" not long ago.

In this campaign, in the first four games, Si Jiahui fell behind 0-2 and 1-3. In the fifth game, the counterattack mode was started, and 77-2 pulled back a game. In the sixth game, the two men started a tug-of-war. In the stalemate game, Si Jiahui got a hand several times and pulled another game at 109-60. The score was tied at 3-3, and both sides returned to the same starting line.

In the seventh game, Si Jiahui scored 50 points in a single shot, won another game 86-34 and overtook the score 4-3. In the eighth game, although Murphy played very tenaciously, Si Jiahui’s state was still excellent. He scored 53 points in a single shot, 81-40 and then went to the next city, and the score came to 5-3.

In the ninth game, after losing four games in a row, Murphy finally stopped the decline. He pulled back a game through piecemeal, 65-19, and the score was 4-5. At the end of the first half, Si Jiahui was one game ahead. In the second half, Si Jiahui continued to make a strong effort. After the fifteenth game, he won three match points 9-6.

In desperation, Murphy launched a strong counterattack to save three match points and chase the score to 9-9. In the deciding game, Si Jiahui didn’t drop the chain, 56 points in a single shot sealed the victory, and the total score was 10-9. In the second round, facing veteran Milkins, when Si Jiahui started 0-1 behind, he made a 4-0 counterattack and 4-1 overtook the score.

Aunt Guangdong plays mahjong ten times and nine times to win! Won more than 70 thousand in six months. How did she do it?

Recently, a woman in Guangdong was playing.mahjongI won nine out of ten and won more than 70,000 yuan in six months. This news has aroused the attention and discussion of many people, and everyone is concerned about this kind of "mahjongHow did "Talent" do it is full of curiosity and speculation. In fact, I want to be inmahjongWinning is not just about luck andnatural endowmentsInstead, it is necessary to accumulate and improve the comprehensive quality in many aspects.

First of all, if you want to be inmahjongTo win, one must have certain technical ability.

He needs to have a certainmahjongBasic knowledge, such as card type, rules, licensing principles, and the practical application of different ways of playing, needs in-depth study, such as understanding skills such as drifting and breaking.

Not only that,mahjongYou need to rely on your insight, analysis, memory and calm response ability in tense moments, which are all necessary.

Secondly, a person also needs iron willpower and patience. He must be able to keep a clear head at any time and give full play to his best level. Can’t be influenced by others, becausemahjongThe turning point of every card, even every time you play a card, will affect 3.gameThe trend.

Keep calm and learn to understand and control.gameCommunication, especially in the face of a pit that cannot be resolved in a short time.

Some successful experiences mainly focus on how to deal with the accumulated cards and the cards you get, and how to make good decisions by using your own experience and knowledge. If there is no good judgment and decision-making, inmahjongOften fail in haste.

Third, the quality of the winner also includes the ability of communication and coordination.mahjongNeed to communicate and cooperate closely with other players, team spirit wins.keyOne.

Some more advanced skills also require teamwork, such as associative memory and truth (a strategy to increase speculation).

participate inmahjongIt is necessary to have good interaction and response, and to be good at dealing with communication and exchanges with people, not the epitome of going it alone.

Even inmahjongDuring the rest period, we should also maintain a high reputation and the way of getting along with the team, especially the winner is not arrogant, and his words and deeds consciously safeguard his own virtue and value system.

Finally, it is the mentality of winning. A glance shows that a positive mentality is to win.mahjongWinning the gamekey.

Winning or losing is a matter for military strategists. The so-called Chuangguan Avenue must face the strange spicy taste and rhythm, not try to keep calm and calm.

After experiencing victory and failure, we should not only see the victory side, but also regard failure as an integral part of success, and sum up experiences and lessons from it, so as to keep unchanged and cope with all changes.

People are not immortals. It is a natural phenomenon to lose and win, so don’t take the outcome too seriously. If you win, you will be happy. If you lose, you will have some self-esteem for temporary failure.

Based on the above contents, we can draw the conclusion thatmahjongWinning requires the improvement and tempering of comprehensive quality, not only the mastery of technical ability, but also the ability of communication and coordination, patience, willpower, emotional restraint and so on.

"Guangdong a woman to play.mahjongAlthough the news "Ten Beats and Nine Wins" has attracted a lot of attention, I believe that the efforts and efforts behind it have not been accumulated in the past few months.

Behind the glamorous appearance of any successful person, there is pay, tears and sweat. We don’t know whether this woman will continue to win next, but the saying that’ the winner is king’ can be described asmahjongIt has been fully interpreted in.

After seeing these cards, are you ready to move? But watching others play cards and playing cards by yourself are definitely two completely different things. If you want to get started as soon as possible, I recommend a mahjong textbook "Illustrated Mahjong+Super Memory" for you.

This book is divided into two volumes. The first volume, Illustrated Mahjong, mainly explains in detail the design rules of mahjong tiles and several common ways of playing them. After you get to know them from the shallow to the deep, I will teach you some common routines of playing cards and some tips of card line analysis.

If you want to master a skill, then it is essential to have a theoretical foundation. Why do some people play mahjong all their lives, or are they said to play cards at random? It is because in the early theoretical study, I didn’t lay the foundation, set up the correct thinking of playing cards, and didn’t have a correct understanding of mahjong tiles.

If you want to play mahjong well, instead of simply joining in the fun, then I strongly recommend this book, which not only explains how to play mahjong for you. At the same time, it also straightened out your thinking of playing cards in the future, that is, helped you lay a solid foundation in the early stage.

Compared with many online gossips, this book is more authoritative, systematic and comprehensive. And summed up the playing methods of most kinds of mahjong cards in China, whether you want to learn southern mahjong or northern mahjong? The tutorials in it are all available.

WL picture shows mahjong winning skills, super mnemonics, practical practical skills guide for playing mahjong.
¥79
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China football misunderstood you? At the age of 26, the national football team lost a lot after being naturalized and restored to its original nationality.

China football spent a lot of money to introduce naturalized players during the Jin and Yuan football periods. Now some naturalized players have left China to restore their original nationality after receiving the money, and even some naturalized players have not made one appearance for the national football team. Recently, a former naturalized national football player returned to his original nationality and scored a goal in seconds. Have to let China football doubt his true ability.

The former naturalized football player in China is Xiao Taotao, who has recovered his Peruvian nationality and now plays for Peru Sports University. After returning to Peru, Xiao Taotao seems to have greatly increased his strength. He has already contributed one goal to the team. The club also regards Xiao Taotao as a key player. However, he has never even played in the Super League in China before, and is regarded as one of the most unsuccessful naturalization by China football.

After being naturalized by Evergrande, Xiao Taotao’s strength has not been fully recognized. Even when he was loaned to play football in China, the national team looked down on Xiao Taotao. Until he left China, he was not recognized by the national team and never got a chance to play for the China team. However, during his four years in China, he earned a lot of money, and Evergrande gave him an annual salary of 12 million RMB.

In 2019, Xiao Taotao played for Shenxin in Shanghai, China. He started in 5 of 10 games and scored 1 goal. In the 2020 season, there were only 6 appearances for Kunshan, of which 3 started with 0 goals; In 2021, he made 21 appearances for Kunshan, including 12 starts and scored 2 goals. These goal data show that Xiao Taotao’s strength is really not enough to enter the national football team.

However, Xiao Taotao scored a goal very quickly after returning to Peru, which surprised us a little. He himself said that he was very happy after returning to Peru and thanked his old club for not giving up on him. (Qianzi)

Technical password of generated image AI

In the past few years, artificial intelligence (AI) has made great progress, and AI’s new products include AI image generator. This is a tool that can convert input statements into images. There are many AI tools for text-to-image conversion, but the most prominent ones are DALL-E 2, Stable Diffusion and Midjourney.

DALL-E 2 is developed by OpenAI and the project of chatgpt is complementary. It generates images through a paragraph of text description. Its GPT-3 converter model trained with more than 10 billion parameters can interpret natural language input and generate corresponding images.

DALL-E 2 mainly consists of two parts-converting user input into a representation of an image (called Prior), and then converting this representation into an actual photo (called Decoder).

The text and images used in it are embedded in another network called CLIP (Contrast Language-Image Pre-training), which is also developed by OpenAI. CLIP is a neural network that returns the best title for the input image. What it does is the opposite of what DALL-E 2 does-it converts images into text, while DALL-E 2 converts text into images. The purpose of introducing CLIP is to learn the connection between visual and text representation of objects.

DALL-E 2′ s job is to train two models. The first one is Prior, which accepts text labels and creates CLIP image embedding. The second is Decoder, which accepts CLIP image embedding and generates images. After the model training is completed, the reasoning process is as follows:

  • The input text is converted into CLIP text embedding using neural network.

  • Use Principal Component Analysis to reduce the dimension of text embedding.

  • Create an image embedding using text embedding.

  • After entering the Decoder step, the diffusion model is used to embed the image into an image.

  • The image is enlarged from 64×64 to 256×256, and finally enlarged to 1024×1024 by using convolutional neural network.

Stable Diffusion is a text-to-image model, which uses CLIP ViT-L/14 text encoder and can adjust the model through text prompts. It separates the imaging process into a "diffusion" process at runtime-starting from the noisy situation, gradually improving the image until there is no noise at all, and gradually approaching the provided text description.

Stable Diffusion is based on Latent Diffusion Model(LDM), which is a top-notch text-to-image synthesis technology. Before understanding the working principle of LDM, let’s look at what is diffusion model and why we need LDM.

Diffusion Models, DM) is a generation model based on Transformer, which samples a piece of data (such as an image) and gradually increases the noise over time until the data cannot be recognized. This model tries to return the image to its original form, and in the process, it learns how to generate pictures or other data.

The problem of DM is that powerful DM often consumes a lot of GPU resources, and the cost of reasoning is quite high due to Sequential Evaluations. In order to train DM on limited computing resources without affecting its quality and flexibility, Stable Diffusion applies DM to powerful Pre-trained Autoencoders.

On this premise, the diffusion model is trained, which makes it possible to achieve an optimal balance between reducing complexity and preserving data details, and significantly improves the visual reality. The cross attention layer is introduced into the model structure, which makes the diffusion model a powerful and flexible generator and realizes the high-resolution image generation based on convolution.

Midjourney is also a tool driven by artificial intelligence, which can generate images according to the user’s prompts. MidJourney is good at adapting to the actual artistic style and creating images with any combination of effects that users want. It is good at environmental effects, especially fantasy and science fiction scenes, which look like the artistic effects of games.

DALL-E 2 uses millions of image data for training, and its output results are more mature, which is very suitable for enterprises to use. When there are more than two characters, the image generated by DALL-E 2 is much better than that generated by Midjourney or Stable Diffusion.

Midjourney is a tool famous for its artistic style. Midjourney uses its Discord robot to send and receive requests for AI servers, and almost everything happens on Discord. The resulting image rarely looks like a photo, it seems to be more like a painting.

Stable Diffusion is an open source model that everyone can use. It has a good understanding of contemporary art images and can produce works of art full of details. However, it needs to explain the complex prompt. Stable Diffusion is more suitable for generating complex and creative illustrations. However, there are some shortcomings in creating general images.