cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/examiner-c44-41979
title: Cab driver shot in West Los Angeles, 1952

description: 16 images. Cab driver shot in West Los Angeles, 5 June 1952. Robert Merritt (Officer Sergeant); Oliver Weathers (cab driver, victim, who died of shot wound); Nicholis Janise (Officer); H.M. Tinling (nurse); Mrs. Edith Weathers (wife of victim); James McDade (Yellow Cab Supervisor); Jack Fuller (Police Officer) (off duty); Jesse Burton (sister of Mrs. Weathers); Patty Weathers (daughter of victim); D.F. Mortell (dusting for fingerprints in cab that was abandoned on 11th Street between Hill Street & Olive Street); Lieutenant George Stoner.; Caption slip reads: "Photographer: Sandusky. Date: 1952-06-05. Assignment: Cab driver shot to death. D42: Left to right: Nurse H.M. Tinling assists Mrs. Edith Weathers and daughter Patty Weathers from room at Santa Monica where Mrs. Weathers collapsed after being informed that husband had died before she arrived. Behind Patty in doorway is Jesse Burton (either sister or sister-in-law to Mrs. Weathers) and Police officer Jack Fuller. D5: In cab leaving hospital, left to right: Jesse Burton; Mrs. Edith Weathers; Patty Weathers; Cab supervisor James McDade. D39: Left to right: Nurse H.M. Tinling; Mrs. Edith Weathers; Yellow Cab Supervisor James McDade. Mrs. Weathers has just been told her husband died while en route to hospital. D40: Police Officer (off-duty) Jack Fuller and Jesse Burton at Santa Monica Hospital. D41: Police Officer (off-duty) Jack Fuller and Patty Weathers, daughter of slain cab driver. Fuller is taking girl into room where mother, hysterical, has already been told Weathers died. 2 shots: Sergeant Robert Merritt and victim and ambulance men. 1 shot of Sergeant Robert Merritt and victim. Victim is Oliver Weathers, at scene of shooting".; Other caption slip reads: :Photographer: Glickman. Date: 1952-06-05. Assignment: Cab found, one used in murder, 11th Street between Hill Street & Olive Street. Assorted shots of cab and surrounding area; Man doing fingerprinting is D.F. Mortell, alongside of him in several pictures; tall man wearing hat is Lieutenant George Stoner. Miscellaneous shots of Mortell dusting for prints in cab. Bullet in hand -- bullet found in cab. G15: Sergeant Merritt looks over body as ambulance men work over victim. G14: Lieutenant Nicholis Janise counts change found at scene, cabbies hat in foreground".
DOI: 10.25549/examiner-c44-41439
title: Harbor Freeway, 1952

description: 26 images. Harbor Freeway, 3 June 1952. North from 18th Street; North from Olympic Boulevard; Fourth Street bridge; North from 6th Street; Pouring concrete at 7th Street bridge; At Sunset bridge over Harbor Freeway; 9th Street bridge looking west; 9th Street bridge looking north; Looking south from Sunset; Freeway clearance; Houses torn down to make room for freeway; Wilshire bridge looking east; 5th and 6th Street bridge over freeway; Looking north from 3rd Street bridge; South from Sunset.
DOI: 10.15468/dl.6yuqjp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Greigia steyermarkii L.B.Sm."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015895-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-57712
title: Annual review, 1951/1953

description: 9 images. Annual review, 1951/1953. Casa de Adobe (setting for Padua Hills players); Alicia de la Torre; Ysabel Alba; Gilberto Flores.; Caption slip reads: "Contacts to Stingle. Photographer: Mercurio. Assignment: Casa de Adobe. 3: In the children's room, Alicia de la Torre; and Ysabel Alba. 7: In the patio, Gilberto Flores, plays guitar for Ysabel Alba. 6: In the kitchen, Alicia de la Torre and Ysabel Alba. 5: Ysabel Alba, shown in the chapel. 2: Seated around the dining room table, Alicia de la Torre; Ysabel Alba; and Gilderto Flores. 4: Ladies bedroom, finds Alicia de la Torre, sewing and Ysabel Alba, makeing (sic) up in mirror. 1: Gilberto Flores, sings to Alicia de la torre, shown in ex cart".
DOI: 10.15468/dl.87b2ct
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atriplex coquimbana Phil."
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015897-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-9098
title: Baseball, 1951

description: 2 images. Baseball, March 14, 1951. Stan Hack (manager of Los Angeles Angels).; More descriptive information with originals.
DOI: 10.25549/examiner-c44-76233
title: Banning fire, 1951

description: 9 images. Banning fire, 13 September 1951. Aerial views of fire burning up the side of San Gorgonio Mountain.; Caption slip reads: "Photographer: Snow. Assignment: Banning Fire. Aerial views of fire burning up the side of San Gorgonio Mountain. Test one at 8 minutes".
DOI: 10.25549/examiner-c44-82860
title: Double anniversary celebration of the Russian Orthodox Church of the Holy Virgin, 1954

description: 2 images. Double anniversary celebration of the Russian Orthodox Church of the Holy Virgin, 20 June 1954. His Eminence the Most Reverend Leonty (Archbishop of New York and Metropolitan of United States and Canada of Russian Catholic Church of North America); Leonid Kishkavsky - 11 years (altar boy).; Caption slip reads: "Photographer: Rustan. Date: 1954-06-20. Reporter: Sid Bernstein. Assignment: Double anniversary celebration of the Russian Orthodox Church of the Holy Virgin Mary, 650 Micheltorena St. 87: His Eminence the Most Revered Leonty (Archbishop of New York and Metropolitan of United States and Canada of Russian Catholic Church of North America); Leonid Kishkavsky - 11. 88: Rev. Leonty, using chasha (contains sacramental wine) blesses President Eisenhower and the United States. Background is church altar".
DOI: 10.25549/examiner-c44-82969
title: Association: Human relations conference, 1954

description: 5 images. Association: Human relations conference, 8 May 1954. Dr. Joseph Kaplan; Dr. B.M. Brundage; Shirley Krasner; Richard Cacciamare; Rabbi Alfred Wolf.; Caption slip reads: "Photographer: Forbes. Date: 1954-05-08. Reporter: Adler. Assignment: Human relations conference. 49/50: L to R. Dr. Joseph Kaplan; Dr. B.M. Brundage; Shirley Krasner; Richard Cacciamare. Rabbi Alfred Wolf, conference coordinator.
DOI: 10.15468/dl.t7mqfh
title: Occurrence Download

description: A dataset containing 16960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vigna unguiculata (L.) Walp."
 ]
}

 The dataset includes 16960 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015896-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-82990
title: Schools: Loyola High School rifle marksmen win Hearst Awards, 1954

description: 6 images. Schools: Loyola High School rifle marksmen win Hearst Awards, 4 May 1954. William C. Carroll; Thomas J. O'Keefe; Arbie W. Keown; Ronald W. Schoettler; Whitney Ridenour; John Arguellis; James Foran; Daniel Torres; Charles Amptman; Cadet Colonel Bernard J. Cauley; Dave Brandman (Los Angeles Examiner); Colonel Harry Robertson; Captain William F. Knight.; Caption slip reads: "Photographer: Forbes. Date: 1954-05-04. Reporter: Bernstein. Assignment: Loyola High School rifle marksmen win Hearst Awards. (For Sunday or Monday. From left, rear: William C. Carroll, Thomas J. O'Keefe, Arbie W. Keown, Ronald W. Schoettler, Whitney Ridenour, John Arguellis, James Foran, Daniel Torres, Charles Amptman. From left: Cadet Col. Bernard J. Cauley, Dave Brandman, Col. Harry Robertson, Captain William F. Knight. Other shots same as above but Cadet Col. Bernard Cauley is in line with other rifle marksmen".
DOI: 10.25549/examiner-c44-37276
title: Flood pictures in Ventura ...general views after storm, 1952

description: 12 images. Flood pictures in Ventura ...general views after storm, 16 January 1952. Ventura River on Highway 150; erosion at Lester's Lake Dam; Casitas Pass Road on Highway 150.
DOI: 10.5281/zenodo.11120676
title: Supporting Data for Viscous Mechano-Electric Response of Ferroelectric Nematic Liquid

description: These data correspond to the published publication entitled: Viscous Mechano-Electric Response of Ferroelectric Nematic Liquid
DOI: 10.5281/zenodo.11120677
title: Supporting Data for Viscous Mechano-Electric Response of Ferroelectric Nematic Liquid

description: These data correspond to the published publication entitled: Viscous Mechano-Electric Response of Ferroelectric Nematic Liquid
DOI: 10.25549/examiner-c44-76462
title: Youngest "Mohican", 1951

description: 2 images. Youngest "Mohican", 21 Ju;y 21, 1951. Mickey Faytol, 1 year with Mohican haircut.
DOI: 10.25549/examiner-c44-76300
title: Greek church landscaping, 1951

description: 5 images. Greek church landscaping, 18 September 1951. Reverend Anthony Rosturas; Reverend Timothy Pantelakos; Reverend Leonides Contos; Bishop Athenagoras; Charles P. Skouras.
DOI: 10.25549/examiner-c44-76427
title: Back to school -- Saint Francis De Sales, Sherman Oaks, 1951

description: 7 images. Back to school -- Saint Francis De Sales, Sherman Oaks, 17 September 1951. John Kuzma -- 12 years; Father James O'Mahoney; Classes in session; Gregg Goossen; Madam St. Kenneth; Michael Matara.; Caption slip reads: "Photographer: Glickman. Date: 1951-09-17. Assignment: Back to School, St. Francis De Sales, Sherman Oaks. 3: sitting among piled school and catching up on his studies even before school begins is John Kuzma age 12 of Sherman Oaks. 4: Welcoming back to school, two students is Father James O'Mahoney (cq). 1/2: Classes in session. 19/20: First day in school for Gregg Goossen, age 6, as he looks up at Madam St. Kenneth, happy kid. 14: trying to iron out first day of school problems is Michael Matara age 6 and Madam St. Kenneth".
DOI: 10.25549/examiner-c44-82208
title: Consuelo de Bonzo, 1954

description: 6 images. Consuelo de Bonzo, 8 April 1954. Consuelo de Bonzo; Jesus Ponce (cook); Esperanza Morales (singer). Copy of autograph book with prominent names.; Caption slip reads: "Photographer: Lapp. Date: 1954-04-08. Assignment: Consuelo de Bonzo -- for Monday. 9/10: Consuelo de Bonzo with her cook for 25 years Jesus Ponce. Esperanza Morales, singer; with Consuelo de Bonzo. 47/48: Consuelo de Bonzo with autograph book w-ith prominent people names. 33/34: Copy shot of her autograph for with names of prominent people. Names including the late Will Rogers & family on left hand page".
DOI: 10.25549/examiner-c44-82447
title: State College graduation, 1952

description: 2 images. State college graduation, 1 August 1952. Howard McDonald (State College president); Paul Wilson; Mrs. Louise C. Carson; Charles E. Hertzler; Mrs. Thais M. Hoffman; Frederick E. Holland; Robert C. Niece; Mrs. Beulah Richardson; Fred A. Robinson; Sherwood R. Shafer; Mrs. Sara N. Shaffer; Mrs. Lucy Wallace; Melvin Weber.; Supplementary material reads: "Right: Howard McDonald putting hood on recipient, Paul Wilson. Other Masters Graduates at left, back row L/R: Mrs. Louise C. Carson, Charles E. Hertzler; Mrs. Thais M. Hoffman; Frederick E. Holland; Robert C. Niece and Mrs. Beulah Richardson. Front row L/R: Fred A. Robinson; Sherwood R. Shafer; Mrs. Sara N. Shaffer; Mrs. Lucy Wallace and Melvin Weber".
DOI: 10.25549/examiner-c44-41593
title: La Teresita commencement, 1952

description: 5 images. La Teresita commencement, 3 June 1952. Bishop Joseph T. McGucken; Manuela Salcido; Iza Lintins -- 14 years; Mary Ann Fratis -- 10 years; Molly Vallas; Delia Castro.; Caption slip reads: "Daily. Photographer: Richardson. Date: 1952. Reporter: Swaim. Assignment: La Teresita commencement, Duarte. (Hold for Thursday). K13: Bishop Joseph T. McGucken giving high school diploma to Manuela Salcido on stretcher. K14: Bishop Joseph T. McGucken giving junior high school diploma to Iza Lintins, 14, on stretcher. K3: Bishop Joseph T. McGucken giving address at confirmation exercises before graduation. K4: Bishop Joseph T. McGucken confirming Mary Ann Fratis, 10. K5: Bishop Joseph T. McGucken confirming Molly Vallas on stretcher. K6: Bishop Joseph T. McGucken confirming Delia Castro on stretcher".
DOI: 10.25549/examiner-c44-41740
title: Retires after thirty-one years of service (Marriage Bureau), 1952

description: 4 images. Retires after thirty-one years of service (Marriage Bureau), 2 June 1952. Rosamond Rice (retiring); Ella Moody (replacement).
DOI: 10.5066/p9vj6hy8
title: Per- and polyfluoroalkyl substances (PFAS) and volatile organic compounds measured in laboratory microcosm experiments with soil from Fort Drum, New York

description: Anaerobic microcosm experiments were conducted in April-May 2018 with PFAS-contaminated soil from a U.S. Army installation (Fort Drum, New York) and simulated groundwater. All microcosms, except for a live sediment control, were amended with perfluorooctanesulfonate (PFOS), perfluorooctanoate (PFOA), and 6:2 fluorotelomer sulfonate (6:2 FtS). Replicate treatments were prepared with and without bioaugmentation with the WBC-2 dehalogenating culture and with and without addition of chlorinated volatile organic compounds (1,1,2,2-tetrachloroethane and trichloroethylene). Two additional treatments were prepared containing granular activated carbon. All microcosms were prepared in duplicate and sacrificed for sampling. Analyses were conducted for PFOS, PFOA, 6:2 FtS, and volatile organic compounds in the water and sediment for each sampling point. Methane analyses were also conducted on selected samples to evaluate redox conditions. Microbial communities were analyzed on sediment slurry collected at each sampling point.
DOI: 10.25549/examiner-c44-42086
title: Army award, 1952

description: 2 images. Army award, 6 June 1952. Colonel Murray M. Montgomery; Women's Army Corps (WAC) Sergeant Alicia Gutierrez.
DOI: 10.25549/examiner-c44-56668
title: Dragon Boat Festival, 1958

description: 8 images. Dragon Boat Festival, 30 April 1958. Mrs. Thomas Wong; Mrs. Robert Wah Lee; Mrs. Peter Soo Hoo Junior; Mrs. Tyrus Wong; Mrs. Louis Jake; Mrs. T.B. Chew Junior; Mrs. Donald Chang.; Caption slip reads: "Photographer: Wilson. Date: 03-30 (?). Assignment: SOC Food L.A. Chinese Women's Club Annual Dragon Boat Festival Luncheon. 27/28: L/R -- Mrs. Thomas Wong; Mrs. Robert Wah Lee, President Verdugo Metropolitan District Junior Membership. Mrs. Wong showing her daughter how to prepare 'Joong' for Chinese Dragon Boat Festival of L.A. Chinese Women's Club which will be held in Gardens of Mrs Wong's. May 8th. 101/102: Joong continental style lobster".; Caption slip reads: "Photographer: Wilson. Date: 1958-04-. Assignment: SOC Food L.A. Chinese Womens Club Annual Dragon Boat Festival Luncheon. Left to right -- Back row 1. Mrs. Peter Soo Hoo Jr.; 2. Mrs. Tyrus Wang, Way & Means Chairman; 3. Mrs. Louis Jake; 4. Mrs. T.B. Chew Jr., 1st Vice President; 5. Mrs. Donald Chang; Mrs. Peter Soo Hoo Junior and Mrs. Robert Wah Lee of L.A. Chinese Woman's Club Juniors who will assist seniors on May 8th".; Supplementary material reads: "Take pictures Wednesday, April 30, 2 p.m., home of Mrs. T.B. Chew, 3893 Franklin Av., No 19100. Chinese Women's Club traditional Dragon Boat Festival luncheon, to be held May 8 at Thomas S. Wong home. There will be 6 or 7 women, including two daughters, making traditional foods to be served. They will wear Chinese costume and will send me the recipes. Mrs. Dan Louie is president pf [sic] group".
DOI: 10.15468/dl.9skptc
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Berberis litoralis Phil."
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015898-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-57175
title: Shots of freeways for annual review, 1955

description: 34 images. Shots of freeways for annual review, 18 July 1955. Buildings, etc.
DOI: 10.25549/examiner-c44-82004
title: Mandolin club, 1954

description: 4 images. Mandolin club, 22 March 1954. Mrs. Grace Welch; Adrian Woerlee (with mandolin); Francis A. Ruppman (conductor); Irvin Saunders (charter member); Abraham Lurie (president of club).; Caption slip reads: "Photographer: Paegel. Date: 1954-03-22. Reporter: Brown. Assignment: Mandolin Club. For Monday. 3: l/r, Mrs. Grace Welch, at the piano; Adrian Woerlee, with his mandolin. 19-20: Members of Santa Lucia Mandolin and Guitar Club happily play while Conductor Francis A. Ruppman leads them in one of his compositions. 4: l/r Irvin Saunders, a charter member, with his mandola; Abraham Lurie, club president, with his mandolin; R.L. Thompson, playing the mando-cello, a rare instrument".
DOI: 10.25549/examiner-c44-82058
title: Narcotics, 1952

description: 4 images. Narcotics, 5 August 1952. Mrs. Earline Silva; Charles Hille (Narcotics Officer).
DOI: 10.25549/examiner-c44-51304
title: Bob Hope meets wife at airport, 1958.

description: 4 images. Bob Hope meets wife at airport, 23 March 1958. Mr. and Mrs Bob Hope.; Caption slip reads: "Photographer: Grey. Date: 1958-03-22. Reporter: Twist. Assignment: Bob Hope. Bob Hope meets wife at airport on return from Russia".; Supplemental material reads: "Los Angeles Examiner. Names: LA International Airport- comedian Bob Hope reported on his arrival in Los Angeles via TWA from Moscow that the Russian winter wasn't half so cold as the reception several of his jokes. Hope's reference to former foreign minister Molotov set cultural officials into a tizzy".
DOI: 10.25549/examiner-c44-82400
title: Dairy champion milk producer, 1952

description: 8 images. Dairy champion milk producer, 31 July 1952. Pansco Hazel... prize cow; Joan Taylor, Dairy Queen of California; Granddaughter of Pansco, 3 days old.; Caption slip reads: "Photographer: Jensen. Reporter: Pellissier. Assignment: Dairy champion milk producer. Cow is Pansco Hazel & grand-daughter, age 3 days. Joan Taylor, Dairy Queen of California & Champion cow Pansco Hazel".
DOI: 10.25549/examiner-c44-41683
title: Insurance queen, 1952

description: 6 images. Insurance queen, 4 June 1952. Jody Lawrence (Queen); Dee B. Willcuts (Insurance Association); Walter H. Bennett (of New York) National Association of Insurance Agents' General Counsel).
DOI: 10.25549/examiner-c44-82750
title: Armstrong (Officer) bribery case, 1954

description: 5 images. Armstrong (Officer) bribery case, 29 June 1954. Lois Horstman; Bernard C. Armstrong; Charles Maraganis.; Caption slip reads: "Photographer: Hecht. Date: 1954-06-29. Reporter: McMahon. Assignment: Cop Bribery Case. 20/21: Lois Horstman (blonde gal); 40/41: Bernard C. Armstrong (white shirt-yellow tie); 78: Chas. Maraganis (Red jacket)".
DOI: 10.25549/examiner-c44-56321
title: Black and White Ball, 1958

description: 3 images. Black and White Ball, 9 April 1958. Mrs. Bernard Giannini; Mrs. Wilfred G. Lane; Mrs. Homer Toberman; Mrs. Delmer Davis; Mrs. Joseph William Lewis; Mrs. Robert H. Miller. (Sleeve reads: S-12339).; Caption slip reads: "Photographer: Wilson. Date: 04-09. Assignment: Page One Soc. -- Black & White Ball. 60/61/99:Page #1. L/R -- Toberman; Daves [sic]; Giannini; Mrs. Martin; Lane; Lewis; Miller".; Supplementary material reads: "Photo assignment for Wednesday April 9 at 2 p.m. Pls. go to home of Mrs. Giannini, 370 North June St., get shots of gals planning Black and White Ball. Candid, couple of angles, try for something different. This will be part of Page One layout Sunday. Contacts Thursday. Thanks, Carter Ludlow".
DOI: 10.3886/e193167
title: Code for: Debt Moratoria: Evidence from Student Loan Forbearance

description: We evaluate the effects of the 2020 student debt moratorium. Using administrative credit panel data, we compare borrowers whose loans were frozen with borrowers whose loans were not frozen based on whether the government owned the loans. We estimate that borrowers used the new liquidity to increase borrowing on mortgages, auto loans, and credit cards rather than avoid delinquencies. The effects are concentrated among borrowers without delinquencies, who saw no change in credit scores. The results highlight an important complementarity between liquidity and credit, as liquidity increases the demand for credit even as the supply of credit is fixed.
description: All student loan borrowers in the United States.
DOI: 10.3886/e193167v1
title: Code for: Debt Moratoria: Evidence from Student Loan Forbearance

description: We evaluate the effects of the 2020 student debt moratorium. Using administrative credit panel data, we compare borrowers whose loans were frozen with borrowers whose loans were not frozen based on whether the government owned the loans. We estimate that borrowers used the new liquidity to increase borrowing on mortgages, auto loans, and credit cards rather than avoid delinquencies. The effects are concentrated among borrowers without delinquencies, who saw no change in credit scores. The results highlight an important complementarity between liquidity and credit, as liquidity increases the demand for credit even as the supply of credit is fixed.
description: All student loan borrowers in the United States.
DOI: 10.5281/zenodo.11191953
title: EchoPT: A Pretrained Transformer Architecture for Predicting 2D In-Air Sonar Images in Mobile Robotics
title: Supplementary Data & Code

description: EchoGPT

This folder contains the supplementary data and code for the submission "EchoPT: A Pretrained Transformer Architecture for Predicting 2D In-Air Sonar Images in Mobile Robotics" to the NeurIPS 2024 conference.

Dependencies

Matlab 2024a or higher is needed with the following toolboxes:



Image Processing Toolbox

Parallel Computing Toolbox

Deep Learning Toolbox

Signal Processing Toolbox

System Identification Toolbox


Data

Simulation

This folder contains the saved sonar images (energyscapes) as well as the motion data for each frame from a particular simulation run (LongRun1). These are saved into batches and saved as compressed .mat files within the \DataCalculated\SimulationData\LongRun1\Raw folder.

Trained model

The model used in the experiments of this submission is saved in \DataCalculated\Networks as a Matlab dlnetwork object. There is a trained (with weights) and an untrained version available.

Code

Data pre-processing

To extract the data from the batch .mat files into seperate frames a script preprocessEchoPT.m is available in the main folder. This will save these individual frames once again to individual .mat files into a folder \DataCalculated\ESSequences by default.

Training

To train the model a Matlab script trainEchoPT.m is provided.

Evaluation

To generate the figures of the submission as well as additional outputs such as GIFs three different evaluation scripts are available:



evaluateEchoPT.m: Evaluate the trained model on the dataset.

evaluateEchoPT_ComparisonAccFlow_ARLoop.m: Evaluate the trained model on the dataset and compare it to acoustic flow with autoregressive prediction.

evaluateEchoPT_ComparisonAccFlow_NoAR.m: Evaluate the trained model on the dataset and compare it to acoustic flow without autoregressive prediction.


Source

Within the folder \Source all additional Matlab functions and classes can be found.

Open-Source libraries included in this project



Progress bar by HyunGwang Cho (link)