cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.11191954
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)
DOI: 10.25549/examiner-c44-41936
title: Murder in front of 663 Lamar Street, 1952

description: 4 images. Murder in front of 663 Lamar Street, 30 May 1952. Murder scene; Body of Fernando Reyes -- 17 years (shot and killed in street brawl) 1726 1/2 Clover Street; "Choppie" Reyes (brother of dead boy); Louis Barrera -- 17 years (friend of Reyes); William Humm (Deputy); Don Joseph (Deputy); Detective T.F. McGovern.; Caption slip reads: "Photographer: Brunk. Date: 1952-05-30. Reporter: Stewart. Assignment: Murder in front of 663 Lamar Street ... Picture of scene and body. 34: Man standing on right at head of Reyes is T.F. McGovern, Detective; Coroner's deputies William Humm and Don Joseph inspect body of Fernando Reyes, 17. 33: Police officer restrain 'Choppie' Reyes, brother of dead youth, Fernando Reyes. Boy walking around officer on far left is Louis Barrera, 17. 31-32: Shows murder scene, where Fernando Reyes lies dead".
DOI: 10.15468/dl.mmj5g2
title: Occurrence Download

description: A dataset containing 227912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Alnus incana (L.) Moench)"
 ]
}

 The dataset includes 227912 records from 897 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015878-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-41524
title: Interview, International airport, 1952

description: 2 images. Interview, International airport, 1 June 1952. Heinz Krekeler (Charge D'Affaires at Washington Embassy of Federal Republic of Germany).
DOI: 10.25549/examiner-c44-42412
title: Electric club new president, 1952

description: 2 images. Electric club new president, 9 June 1952. Ivan L. Bateman (New president); J.L. Tindale (outgoing president).; Caption slip reads: Sansone. Date: 1952-06-09. Reporter: Massard. Assignment: Electric Club new president. 3/4: Ivan L. Bateman receives gavel from outgoing president J.L. Tindale".
DOI: 10.25549/examiner-c44-76323
title: Mary Trombino, 1951

description: 4 images. Mary Trombino, 16 September 1951. Mary Trombino (in municipal court for shop lifting), sentenced 6 months.; Caption slip reads: "Photographer: Sewell (vac. relief). Date: 1951-09-18. Reporter: Swaim. Assignment: Mary Trombino (widow of Tony). Pasadena. 4 grab shots. 1/2/49/50: Mary Trombino, 31, in Pas. Munic. Court awaiting sentence on shoplifting. She is the one with black lace cap on head, print dress. Other woman with her is unidentified. Mary got 6 months".
DOI: 10.25549/examiner-c44-76180
title: Billy Graham, 1951

description: 5 images. Billy Graham, 13 September 1951. Mrs. Ruth Graham; Billy Graham; Doctor Harold Proppe; Cliff Barrows; Dawson Trotman; Clifford F. Smith (president Christ for Greater Los Angeles).
DOI: 10.25549/examiner-c44-76566
title: Billy Graham rehearsal, Hollywood Bowl, 1951

description: 7 images. Billy Graham rehearsal, Hollywood Bowl, 21 September 1951. Billy Graham; Grady Wilson; Crowd shots.; Caption slip reads: "Photographer: Lapp. Reporter: Cowles. Assignment: Billy Graham. 5/17/18: Crowd pan shot with choir in foreground; Billy Graham preaching. Billy Graham preaching at Hollywood Bowl. 7/8: On right is Grady Wilson consulting with one who answered alter call (no name for man on left). For Sunday".
DOI: 10.25549/examiner-c44-82378
title: National Association of Colored Women convention, 1952

description: 4 images. National Association of Colored Women convention, 1 August 1952. Mrs. Mary E. Miller; Mrs. Sadie B. Wright; Mrs. Rella H. Williams; Mrs. Ellis Blockson; Mrs. Mary Church Terrell, 86; Mrs. Ella P. Stewart.
DOI: 10.25549/examiner-c44-82278
title: Ned Redding family home at 8803 South Wilton Place, 1954

description: 6 images. Ned Redding family home at 8803 South Wilton Place, 7 April 1954. Ned Redding -- 48 years (candidate for Congress in 26th district); Audrey Redding (wife); Marion Redding (daughter) -- 19 years; Ned R. Redding -- 17 years (son).; Caption slip reads: "Photographer: Miller. Date: 1954-04-07. Reporter: Scott. Assignment: Ned Redding family home -- 8803 South Wilson Place. Ned Redding, 48, Democratic candidate for Congress in 26th district. Wife, Audrey Redding; Daughter, Marion, 19; Son, Ned R. Redding, 17. Family layout Monday page".; Supplementary material reads: "#46: Ned Redding drives long shot, as he and son, Ned, 17, (both golf enthusiasts) and daughter, Marion, 19, watch admiringly. #45: Ned Redding and his daughter, Marion, 19, check over music at piano where two of them sometimes play duets. #34/42: Ned, 17, winds up to pitch a fast one to father on neighborhood playground. Father and son have been taking in baseball games regularly together for years. #37: Ned, 17, family "comic," mimics a bit of political oratory in family den to amusement of rest of family. #34/42: Ned, 17, winds up to pitch a fast one to father on neighborhood playground. Father and son have been taking in baseball games regularly together for years. #37: Ned, 17, family "comic," mimics a bit of political oratory in family den to amusement of rest of family. #16/19: Ned Redding plants affectionate kiss on cheek of wife, Audrey, under rose arbor in their garden. #51: Ned Redding takes stroll with son, Ned, 17, and daughter, Marion, 19. #33: Ned Redding shows daughter, Marion, 19, some of the fine points of golf".; Supplementary material continues: #77: In family den, Marion leafs through ballet programs as her mother, who taught ballet for years, strikes a ballet pose. (Marion also studied ballet and the pair go to many programs together. #26?: Ned Redding and wife, Audrey, say goodbye to Ned, 17, and Marion, 19, at front door as they leave to work together on their publications. #18: Family conference on one of the Redding community newspapers. #21/22: Everybody helps in the Redding family -- including cooking chores. #42/7: Ned Redding and wife Audrey try not to 'bring work home with them,' but in emergency take over children's homework desk in hallway cove. #42: Redding family gather for music session as Ned, 17, and Marion, 19, choose their records to play on den phonograph. #38: Measuring up, a regular occurence in Redding household. Marion, 19, checks father's 5'8 1/2" inches against brother Ned's 6'1".
DOI: 10.25549/examiner-c44-76200
title: Sentence for having too many cats, 1951

description: 2 images. Sentence for having too many cats, 14 September 1951.
DOI: 10.25549/examiner-c44-56172
title: Liquor store murder, 1958

description: 2 images. Liquor store murder, 29 April 1958. Irving Fish (body); Officer L.L. Hightower; Officer E.K. Montano.; Caption slip reads: "Photographer: Wesselmann. Date: 1958-04-29. Assignment: Murder at liquor store 2200 South Central Ave. 11: Vicitim, Irving Fish, lies on floor behind counter where he was shot, as detectives examine counters for fingerprints of killer. 12: Detective L.L. Hightower examines body of shooting victim, Irving Fish. 3: Policeman E.J. Montano probes bullet hole in case".
DOI: 10.25549/examiner-c44-37269
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: 10.25549/examiner-c44-41328
title: Poker raid, 1952

description: 3 images. Poker raid, 4 June 1952. Mrs. Ruth Bogarad; Mrs. Celia Feinstein; Mrs. Rebecca Kirschner; Mrs. Bessie Scher; Mrs. Ruth Litivin; Mrs. Betty Margolin; Mrs. Evelyn Eisner.
DOI: 10.25549/examiner-c44-41542
title: Days of Verdugo parade (Glendale), 1952

description: 12 images. Days of Verdugo parade (Glendale), 4 June 1952. Madge Meredith; Doris Kohler; Lois Knee; Chet Knee; Shelia Shoaf; Johnny Turner -- 2 years.; Caption slip reads: "Photographer: Glickman. Date: 1952-06-04. Assignment: Days of the Verdugo parade, Glendale. 'Here comes the parade'. Kids lined up. Madge Meredith (cowgirl in slacks) rides in parade. Junior Chamber of Commerce float with queen candidates aboard. Doris Kohler, majorette in black. Opening banner of parade between horses. Lois and Chet Knee in costume on horseback. Majorette Shelia Shoaf jumps. Lions club float. Burbank Fire Department Bagpipers. Johnny Turner, age 2, looks for parade".
DOI: 10.25549/examiner-c44-55961
title: Swimming -- International swim meet, 1958

description: 16 images. Swimming -- International swim meet, 29 June 1958. Murray Rose; Ann McReynolds; Judy Lockridge; Tsuyoshi Yamanaka; Takashi Ishimoto; Nancy Ramey; Keiji Hase; Tony Tashnick. "Sports". (Sleeve reads: SP 12370).; Caption slip reads: "Photographer: Monte[verde]. Date: 06-29. Assignment: Swim meet. 1: Tsuyoshi Yamanaka, 400 meter freestyle. 9: Keiji Hase, winner, 200 meter back stroke. 25/26/39: Nancy Ramey, 200 meter butterfly. 11/40: Nancy Ramey Ruuska, 200 meter butterfly. Shows Murray Rose slapping gutter as Yamanaka (foreground) is 2nd un 200 meter. 12: L to R -- 1st, Ann McReynolds & 2nd, July Lockridge, 100 meter back stroke. 38/44: Murray Rose. 37: Tsuyoshi Yamanaka & Rurray Rose after race, 400 meter freestyle. 29/30/96: Takashi Ishimoto shakes with winner of 100 meter butterfly, Tony Tashnick. 97: Takashi Ishimoto, 100 meter butterly".
DOI: 10.25549/examiner-c44-42141
title: San Fernando fiesta queen contestants, 1952

description: 4 images. San Fernando fiesta queen contestants, 7 June 1952. Genevieve Kukuczha, 17; Rosemary Robideaux, 16; Melva Herndon, 20; Phyllis Gibson, 18; Nancy Ward, 17; Ruth Fields, 24.
DOI: 10.15468/dl.d9p4xn
title: Occurrence Download

description: A dataset containing 186773 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of British Columbia Herbarium (UBC) - Vascular Plant Collection"
 ]
}

 The dataset includes 186773 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015835-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-82898
title: Interview, Beverly Hills Hotel, 1954

description: 2 images. Interview, Beverly Hills Hotel, 27 April 1954. Sir William Rooters (chairman, British Dollar Exports Council).; Caption slip reads: "Photographer: Brunk. Date: 1954-04-27. Reporter: T.T. Assignment: Sir William Rootes interview. 25/26: Sir William Rootes, chairman, British Dollar Exports Council, at Beverly Hills Hotel".
DOI: 10.25549/examiner-c44-75046
title: West will story, 1952

description: 8 images. West will story, 25 June 1952. Queenie Shannon.
DOI: 10.25549/examiner-c44-75184
title: Foothill freeway progress, 1954

description: 8 images. Foothill freeway progress, 23 August 1954. Between La Canada and Pasadena; from Hill across boulevard from Devil's Gate Dam -- Arroyo Seco Bridge; Route 165 -- route; looking east from 150 foot hill above Devil's Gate Dam; Route 165/9 separation from hill - in background, looking northwest is Foothill Boulevard.; Caption slip reads: "Photographer: Lapp. Date: 1954-08-23. Reporter: Sid Bernstein. Assignment: Progress shots on Foothill Freeway construction between Pasadena and La Canada. 21-22: From hill across blvd. from Devil's Gate Dam and preliminary work for Arroyo Seco Bridge. 13-14: Route 165-Route 9 Separation steel framework being put in. 1/2 complete. 9-10: Looking east from 150 foot hill above Devil's Gate Dam. Traffic heading for La Canada. Work preparation for Arroyo Seco Bridge in front of dam. 43-44: Route 165/9 Separation, from hill. Steel being put in place. In background, looking northwest, is Foothill Blvd. and grading for new freeway".
DOI: 10.48597/mmf5-fz4f
title: Measurement of Inorganics in precipitation at Kosetice (NAOK)

description: Measurement of Inorganics in precipitation at Kosetice (NAOK)
DOI: 10.15468/dl.r8qwt7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Guatemala",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Grossularia microphylla (Kunth) Coville & Britton"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015900-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-76306
title: Abandoned baby, 1951

description: 4 images. Abandoned baby, 18 September 1951. Baby left at "Mother of Sorrow Church"; John Doe Junior -- (several months old); Frances Kelly (policewoman); Officer W.E. Jobe; Officer S.P. Lewis.
DOI: 10.25549/examiner-c44-76479
title: Citizenship, 1951

description: 2 images. Citizenship, 14 September 1951. Private Everett Bassin -- 22 years, ex-Examiner office boy; Miriam Bassin -- 21 years, wife.; Caption slip reads: "Photographer: Brunk. Date: 1951-09-14. Reporter: Stevens. Assignment: Ex-Examiner Office Boy hitchhikes 400 miles. B13.14: Private Everett Bassin, 22 and wife Miriam, 21".
DOI: 10.15468/dl.t5g56c
title: Occurrence Download

description: A dataset containing 2033 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Alocasia brisbanensis (F.M.Bailey) Domin)"
 ]
}

 The dataset includes 2033 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015901-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-56452
title: Contempt, 1958

description: 4 images. Contempt, 8 May 1958. Wilbur Otto Johnson; Jewell Dagenais.; Caption slip reads: "Photographer: Snow. Date: 05-08. Reporter: Garner. Assignment: Contempt. 25/26/27/28: Wilbur Otto Johnson. 31/32: Jewell Dagenais".
DOI: 10.25549/examiner-c44-83177
title: Finn twins, 1954

description: 4 images. Finn twins, 01 July 1954. Mrs. Catherine L. Peter (sister of Finn twins); Patricia Lynn (singer and friend of Finns); Attorney Bernard B. Cohen.; Caption slip reads: "Photographer: Mack. Date: 1954-07-01. Reporter: Massard. Assignment: Finn Twins. 3-4: L to R: Mrs. Catherine L. Peter, sister of Finn Twins, with TV singer Patricia Lynn, friend of George Finn, at office of Atty. Bernard B. Cohen. 7: Atty. Bernard B. Cohen with Mrs. Catherine L. Peter, sister of Finn Twins who came down from Redwood City to talk them out of hunger strike. 8: Atty. Bernard B. Cohen; Mrs. Catherine L. peter, and Patricia Lynn."
DOI: 10.15468/dl.r252wn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calceolaria pallida Phil."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015904-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-82887
title: Emil Brown (Ambassador), 1954

description: 3 images. Emil Brown (Ambassador), 20 June 1954. Attorney William Phillips (President, Nathan Straus Israel Society); Emil Brown (Industrialist receiving plaque for work on behalf of Israel); Fred Kahan (representing Jewish National Fund).; Caption slip reads: "Photographer: Miller. Date: 1954-06-20. Reporter: Harmon. Assignment: Emil Brown. 33-34: L to R at Ambassador Hotel: Attorney Wm. Phillips, president of Nathan Straus Israel Scty; Industrialist Emil Brown, with plaque honoring him for work in behalf of Israel, and Fred Kahan, representing Jewish National Fund which gave plaque to Brown. 11-12: L to R: Emil Brown and Fred Kahan".
DOI: 10.25549/examiner-c44-56293
title: National Charity League, 1958

description: 2 images. National Charity League, 5 February 1958. Mrs. Robert W. Scellars; Mrs. Harold Wescher; Mrs. Milton F. Lorenz; Mrs. J.W. Mathewson. (Sleeve reads: S-12339).; Caption slip reads: "Daily. Photographer: Wilson. Date: 1958-04-04. Reporter: Soc. Assignment: National Charity League. 68/69: L/R -- Mrs. Robt. W. Scellars, 'L.A. Chapter pres.'; Mrs. Harold Wescher 'of Glendale Chapter'; Mrs. Milton F. Lorenz 'Pres. of San Fernando Valley Chapter'; Mrs. J.W. Mathewson, V.P. of Glendale Chapter".; Supplementary material reads: "Photo assignment for Wednesday February 5 at 10:15 a.m. Rush for Daily Early. Pls. go to Hotel Bel-Air, garden room, get shots of general meeting of National Charity League. Candid, three cols. Rush wet negs. to me. Thanks, Carter Ludlow".
DOI: 10.25549/examiner-c44-82934
title: Theater executive leaves, 1954

description: 1 image. Theater executive leaves, 28 April 1954. George Bowser, (general manager of Fox West Coast Theaters).; Caption slip reads: "Photographer: Olmo. Date: 1954-04-28. Reporter: Adler. Assignment: Theater executive leaves. 21/22/23/24: George Bowser, general mgr of Fox West Coast Theaters".
DOI: 10.25549/examiner-c44-82906
title: Narcotics, 1954

description: 2 images. Narcotics, 19 June 1954. Jesse Fuentes (fighter -- picked up on Narcotics).; Caption slip reads: "Photographer: Lou Mack. Date: 1956-06-19. Reporter: Adler. Assignment: Narcotics. 13/14: Jesse Fuentes, fighter, picked up on narcotics, in drunk tank at E.L.A. Sheriff's office".
DOI: 10.25549/examiner-c44-76546
title: Ship arrival from Korea, 1951

description: 6 images. Ship arrival from Korea, 11 September 1951.
DOI: 10.25549/examiner-c44-76408
title: Signal Hill oil fire, 1951

description: 3 images. Signal Hill oil fire, 22 September 1951. Long Beach and Signal Hill firemen battling $10,000 fire 2:30 today at 28th Street and California Avenue in Signal Hill field, where 1000 barrel tank exploded and fired adjacent tank.; Caption slip reads: "Photographer: Emery. Date: 1951-09-22. Reporter: Emery. Assignment: Signal Hill oil fire. 21/22/80/81: Long Beach and Signal Hill firemen battling $10,000 fire 2:30am today at 28th Street and California Ave. in Signal Hill field, where 1000 bbl tank exploded and fired adjacent tank".
DOI: 10.15468/dl.u2vhqs
title: Occurrence Download

description: A dataset containing 2006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phaseolus vulgaris L.",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 2006 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015905-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-82700
title: Blonde collapses in court, 1954

description: 9 images. Blonde collapses in court, 21 April 1954. Mrs. Virginia Ruby Conway -- 24 years (collapsed in court after judge sentenced her to jail).; Caption slip reads: "Photographer: Mitchell. Date: 1954-04-21. Reporter: Lewis. Assignment: Blonde collapses in court. 14: Mrs. Virginia Ruby Conway, 24 who collapsed in court after judge gave her year in jail & 5 year probation. If other woman shows its her mother, Mrs. Martha Price".
DOI: 10.25549/examiner-c44-51908
title: Basketball University of California Los Angeles, 1958

description: 12 images. Basketball University of California Los Angeles, 15 October 1957. Walt Torrence; Bob Archer; Ben Rogers; Jim Halsten; Conrad Burke; Roland Underhill.; Caption slip reads: "Photographer: Rustan. Date: 1957-10-15. Assignment: Basketball, UCLA. 29/20/49/50: L to R -- Walt Torrence; Bob Archer; Ben Rogers; Jim Halsten; Conrad Burke; and Roland Underhill. 15/16: Burke (def); Halsten; Torrence (def); and Rogers (with ball). 95/96/47/48: Burke (def); Halsten; Torrence (def); Rogers. Pass from Halsten to Rogers. 83/84: Torrence shooting Rogers defending".
DOI: 10.25549/examiner-c44-55977
title: Swimming, 1958

description: 4 images. Swimming, 24 June 1958. Three persons not identified. "Sports". (Sleeve reads: SP 12370).
DOI: 10.25549/examiner-c44-56145
title: Della Robbia Guild planning provisional party, 1958

description: 4 images. Della Robbia Guild planning provisional party, 14 April 1958. Mrs. J. Edward Day; Mrs. David B. Hill; Mrs. Robert H. Cromwell, Junior. (Sleeve reads: S012339).j; Caption slip reads: "Photographer: Wilson. Date: 1958-04-14. 43/44/37/38: Mrs. J. Edward Day, new peovisional; Mrs. David B. Hill, pres.; Mrs. Robt. H. Cromwell Jr., 1st V.P.".; Supplementary material reads" "Photo assignment for Monday April 14 at 1 p.m. Pls. go to home of Mrs. Hill, 4062 W. 7th St., DU 93424, get shots of Della Robbia guild gals, planning provisional party. Candid, animated, three cols., unaware of camera, close together. Contacts Tuesday. Thanks, Carter Ludlow".
DOI: 10.25549/examiner-c44-83013
title: Pickets - 8900 Wonderland Avenue, 1954

description: 5 images. Pickets - 8900 Wonderland Avenue, 18 June 1954. General views of pickets: Congested street evacuation by army etc; Mrs. Faith Branch.; Caption slip reads: "Photographer: Lou Mack. Date: 1954-06-18. Assignment: Pickets 8900 Wonderland. 23/24: Gen. view of pickers & congested street with school bus. 1/2: Gen. view of home being showed on account of excavation of army. 21/22: Mrs. Faith Branch points to home being showed up."