cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9rj4kyrx9k
title: Distance-Annotated Traffic Perception Question Answering (DTPQA)

description: Distance-Annotated Traffic Perception Question Answering (DTPQA) is a Visual Question Answering (VQA) benchmark designed specifically for this purpose: it can be used to evaluate the perception systems of VLMs in traffic scenarios using trivial yet crucial questions relevant to driving decisions. It consists of two parts: a synthetic benchmark (DTP-Synthetic) created using a simulator, and a real-world benchmark (DTP-Real) built on top of existing images of real traffic scenes. Additionally, DTPQA includes distance annotations, i.e., how far the object in question is from the camera. More specifically, each DTPQA sample consists of (at least): (a) an image, (b) a question, (c) the ground truth answer, and (d) the distance of the object in question, enabling analysis of how VLM performance degrades with increasing object distance.
DOI: 10.25549/examiner-c44-49739
title: Marion Davies gift to University of California Los Angeles Medical Center (for new Children's Wing), 1958.

description: 6 images. Marion Davies gift to University of California Los Angeles Medical Center (for new Children's Wing), 8 January 1958. Marion Davies; Ed Pauley; Rosalind Wyman; Vern O. Knudsen; Doctor Stafford L. Warren; Mrs. Clark Gable; Captain Horace Brown; Mr. and Mrs. Arthur Lake; Attorney Greg Bautzer; Dana Wynter; Doctor John M. Adams.; Caption slip reads: "Photographer: Snow. Date: 1958-01-08. Reporter: Waymire. Assignment: Marion Davies. Marion Davies receives City Council resolution from Rosalind Wyman".; Caption slip reads: "Photographer: Miller. Date: 1958-01-07. Reporter: Waymire. Assignment: Davies lunch. 215-203-204-43-44-109-210: Edwin W. Pauley, chairman Board of Requests; Marion Davies; Vern O. Knudsen, vice chancellor; standing at rear: Doctor Stafford L. Warren, dean School of Medicine UCLA. 215-16-17-18: Mrs. Clark Gable; Mr. and Mrs. Arthur Lake; Marion Davies; Captain Horace Brown (Brown moved extreme left to right during session). 27: At head table: Attorney Greg Bautzer; wife, Dana Wynter; Dr. John M. Adams, chairman, Pediatrics, UCLA Medical School".
DOI: 10.17632/9rj4kyrx9k.2
title: Distance-Annotated Traffic Perception Question Answering (DTPQA)

description: Distance-Annotated Traffic Perception Question Answering (DTPQA) is a Visual Question Answering (VQA) benchmark designed specifically for this purpose: it can be used to evaluate the perception systems of VLMs in traffic scenarios using trivial yet crucial questions relevant to driving decisions. It consists of two parts: a synthetic benchmark (DTP-Synthetic) created using a simulator, and a real-world benchmark (DTP-Real) built on top of existing images of real traffic scenes. Additionally, DTPQA includes distance annotations, i.e., how far the object in question is from the camera. More specifically, each DTPQA sample consists of (at least): (a) an image, (b) a question, (c) the ground truth answer, and (d) the distance of the object in question, enabling analysis of how VLM performance degrades with increasing object distance.
DOI: 10.17632/tj42yngmz5
title: Economic Indicators from Urban Acoustic Footprints

description: Economic Indicators from Urban Acoustic Footprints
DOI: 10.17632/5hjshrbzv2
title: Antitumor Effects of the Novel Docetaxel Derivative JJH201601 in Glioma: Targeting Ribosome Biogenesis and Enhancing Temozolomide Sensitivity

description: RNA sequencing
This study's total RNA extraction, library building, and sequencing were outsourced to Novogene Co., Ltd. In brief, RNA was extracted with Trizol reagent and quality was evaluated. Details are available in the supplemental materials. The index-coded samples were clustered using a cBot Cluster Generation System with TruSeq PE Cluster Kit v3-cBot-HS (Illumina) following the manufacturer's instructions. Following cluster creation, the library preparations were sequenced using an Illumina Novaseq technology to obtain 150 bp paired end reads.
DOI: 10.17632/tj42yngmz5.1
title: Economic Indicators from Urban Acoustic Footprints

description: Economic Indicators from Urban Acoustic Footprints
DOI: 10.25549/examiner-c44-49828
title: Business outlook, 1958

description: 5 images. Business outlook, 8 January 1958. Doctor E.A. Dauer (Chicago); James S. Cantlen (Vice President Pacific Telephone and Telegram); Doctor Harry Schwartz; Doctor Heinz Luedicke; Donald C. Power.; Caption slip reads: "Photographer: Miller. Reporter: Fredric. Assignment: Business outlook. 33-34: Doctor E.H. Dauer; Chi. 3: James S. Cantlen; vice president and general manager Pacific Telephone & Telegraph. 4: Doctor Harry Schwartz; Doctor Heinz Luedicke; James S. Cantlen. 49: Doctor Heinz Luedicke. 11-12-50: Donald C. Power; President General Telephone Corporation, New York".
DOI: 10.17632/5hjshrbzv2.1
title: Antitumor Effects of the Novel Docetaxel Derivative JJH201601 in Glioma: Targeting Ribosome Biogenesis and Enhancing Temozolomide Sensitivity

description: RNA sequencing
This study's total RNA extraction, library building, and sequencing were outsourced to Novogene Co., Ltd. In brief, RNA was extracted with Trizol reagent and quality was evaluated. Details are available in the supplemental materials. The index-coded samples were clustered using a cBot Cluster Generation System with TruSeq PE Cluster Kit v3-cBot-HS (Illumina) following the manufacturer's instructions. Following cluster creation, the library preparations were sequenced using an Illumina Novaseq technology to obtain 150 bp paired end reads.
DOI: 10.17632/rm3jnrcm6k
title: DATASET ON LANDOWNERS, KNOWLEDGE AND ATTITUDES WITH BUILDING REGISTRATION AND PLAN APPROVAL IN IMOTA, IKORODU, LAGOS STATE.

description: This dataset contains quantitative survey data collected from 303 landowners in Imota, Ikorodu, Lagos State, Nigeria. It includes variables on awareness of planning regulations, compliance behaviour, institutional perceptions, and demographic characteristics. The dataset supports research on development control governance and participation in building approval processes in rapidly urbanising peri-urban areas.
DOI: 10.25549/examiner-c44-81199
title: Tour of gas lines (Southern California), Blythe-Desert City-Cactus-Playa del Rey, 1957

description: 18 images. Tour of gas lines (Southern California), Blythe-Desert City-Cactus-Playa del Rey, 4 May 1957. S.J. turner (Battalion Fire Chief); Michael Sabo -- 7 years; Rudolph Duran; Dean Sartian; Elston Dunbar; Andy Thompson; Willis Heim; R.R. Blackburn; Franklin S. Payne; W.R. Davis; Norman Wycoff; Dale Mahaffey; A.M. Raney; Dave Hearst; Herb Krouch.; Caption slip reads: "Photographer: Mack. Date: 1957-05-04. Reporter: Farrell. Assignment: Gas Company. 29/30: Dean Sartian, left, adjusts valves as fellow worker, Elston Dunbar walks on inspection tour at Blythe compressor station. 19: Andy Thompson adjusts valve, scrubbing a booster section at the Blythe compressor station. 5: Left to right: Dale Mahaffey, foreman, turns valve off on gas and A.M. Raney, meter man, holding orfice plate which checks amount of gas used. 80/81/6/7/8/: General views of gas pipe crossing Colorado River at Blythe. 27/28: General view of gas plant at Blythe. 20: Compressor building in back left and water cooling system on right at Playa del Rey. 13/14: Desert Center Compressor station from left, Willis Heim; R.R. Blackburn; Franklyn S. Payne; W.R. Davis; and Norman Wyckoff. 29/30: Elston Dunbar adjusts compressor equipment at Blythe compressor station. 21/22: \Dean Sartian, maintenance at main pumpers.
DOI: 10.17632/rm3jnrcm6k.1
title: DATASET ON LANDOWNERS, KNOWLEDGE AND ATTITUDES WITH BUILDING REGISTRATION AND PLAN APPROVAL IN IMOTA, IKORODU, LAGOS STATE.

description: This dataset contains quantitative survey data collected from 303 landowners in Imota, Ikorodu, Lagos State, Nigeria. It includes variables on awareness of planning regulations, compliance behaviour, institutional perceptions, and demographic characteristics. The dataset supports research on development control governance and participation in building approval processes in rapidly urbanising peri-urban areas.
DOI: 10.25549/examiner-c44-81303
title: Annual report, 1957

description: 15 images. Annual report, 20 May 1957. Sewer line (Hyperion Treatment Plant); Various shots taken from helicopter; Les Bennett; Tom McGuire (pulling of first sewer line section into ocean); General views.; Caption slip reads: "Photographer: Miller. Date: 1957-05-20. Reporter: Adler. Assignment: Sewer line. 5/6: Shot of 22-inch sewer sludge outfall pipe, looking from near end, where it goes into ocean, toward shore and Hyperion Treatment Plant. 105/106, l to r: Workmen Les Bennett and Tom McGuire signaling go-ahead for pulling of first sewer line section into ocean -- note line disappearing in water. 15/16: Shot of welding two 600-foot sewer pipe sections together to be pulled into ocean. Various shots taken from helicopter, showing pier with pipe alongside barge from which pipe is being pulled, and coast line with Hyperion Sewage Treatment plant".
DOI: 10.25549/examiner-c44-81299
title: Annual report, 1957

description: 15 images. Annual report, 20 May 1957. Sewer line (Hyperion Treatment Plant); Various shots taken from helicopter; Les Bennett; Tom McGuire (pulling of first sewer line section into ocean); General views.; Caption slip reads: "Photographer: Miller. Date: 1957-05-20. Reporter: Adler. Assignment: Sewer line. 5/6: Shot of 22-inch sewer sludge outfall pipe, looking from near end, where it goes into ocean, toward shore and Hyperion Treatment Plant. 105/106, l to r: Workmen Les Bennett and Tom McGuire signaling go-ahead for pulling of first sewer line section into ocean -- note line disappearing in water. 15/16: Shot of welding two 600-foot sewer pipe sections together to be pulled into ocean. Various shots taken from helicopter, showing pier with pipe alongside barge from which pipe is being pulled, and coast line with Hyperion Sewage Treatment plant".
DOI: 10.17909/mn27-7179
title: Updating test DOI in Basket
DOI: 10.25549/examiner-c44-81318
title: Central Receiving Hospital, 1957

description: 4 images. Central Receiving Hospital, 21 May 1957. Negative of the building.; Caption slip reads: "Photographer: Gray. Date: 1957-05-21. Reporter: alone. Assignment: Rec. Hosp. 4 negs. on Central Receiving Hospital. to Irwin Baker".
DOI: 10.17632/bnst7jsdcx
title: TilapiaVisionDataset: Annotated Image Dataset for Oreochromis niloticus

description: The Tilapia VisionDataset is a high-quality repository of 8,512 annotated images designed for the development and benchmarking of Artificial Intelligence models applied to precision aquaculture. The dataset captures Nile tilapia (Oreochromis niloticus) specimens within an experimental flume with a controlled water flow of 2700 L/h, simulating real-world conditions for automated handling and counting systems.
The images were extracted from video footage recorded in Full HD resolution (1920×1080 px) and manually annotated with bounding boxes in the YOLO format. The dataset contains a total of 63,004 instances of the "Tilapia" class, presenting typical computer vision challenges such as:

Occlusion and overlapping of multiple individuals.
Scale variations, with a predominance of small and medium objects (45% of instances are below 32x32 pixels, following the COCO Small standard).
High-speed movement of fish captured at 30 fps.
Peripheral spatial distribution, reflecting the natural swimming behavior of fish along the edges of the tank.


This dataset is highly recommended for training and evaluating deep learning architectures, specifically the YOLO family (v8 through v11) and Faster R-CNN.



Folder structure:

Dataset/
├── data.yaml 
├── train/
│ ├── images/ (5.958 jpg files)
│ └── labels/ (5.958 txt files)
├── valid/
│ ├── images/ (1.276 jpg files)
│ └── labels/ (1.276 txt files)
└── test/
 ├── images/ (1.278 jpg files)
 └── labels/ (1.278 txt files)
DOI: 10.25549/examiner-c44-81320
title: Central Receiving Hospital, 1957

description: 4 images. Central Receiving Hospital, 21 May 1957. Negative of the building.; Caption slip reads: "Photographer: Gray. Date: 1957-05-21. Reporter: alone. Assignment: Rec. Hosp. 4 negs. on Central Receiving Hospital. to Irwin Baker".
DOI: 10.15468/dl.7th6p8
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Rhinolophus lepidus",
 "Year 2001-2026"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007816-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/bnst7jsdcx.1
title: TilapiaVisionDataset: Annotated Image Dataset for Oreochromis niloticus

description: The Tilapia VisionDataset is a high-quality repository of 8,512 annotated images designed for the development and benchmarking of Artificial Intelligence models applied to precision aquaculture. The dataset captures Nile tilapia (Oreochromis niloticus) specimens within an experimental flume with a controlled water flow of 2700 L/h, simulating real-world conditions for automated handling and counting systems.
The images were extracted from video footage recorded in Full HD resolution (1920×1080 px) and manually annotated with bounding boxes in the YOLO format. The dataset contains a total of 63,004 instances of the "Tilapia" class, presenting typical computer vision challenges such as:

Occlusion and overlapping of multiple individuals.
Scale variations, with a predominance of small and medium objects (45% of instances are below 32x32 pixels, following the COCO Small standard).
High-speed movement of fish captured at 30 fps.
Peripheral spatial distribution, reflecting the natural swimming behavior of fish along the edges of the tank.


This dataset is highly recommended for training and evaluating deep learning architectures, specifically the YOLO family (v8 through v11) and Faster R-CNN.



Folder structure:

Dataset/
├── data.yaml 
├── train/
│ ├── images/ (5.958 jpg files)
│ └── labels/ (5.958 txt files)
├── valid/
│ ├── images/ (1.276 jpg files)
│ └── labels/ (1.276 txt files)
└── test/
 ├── images/ (1.278 jpg files)
 └── labels/ (1.278 txt files)
DOI: 10.15468/dl.zgvb5j
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.18038 27.54383,-104.93021 27.54383,-104.93021 29.5772,-108.18038 29.5772,-108.18038 27.54383))",
 "HasCoordinate is true",
 "TaxonKey is Agave havardiana"
 ]
}

 The dataset includes 10 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007815-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/22nrym8zxj
title: Micromorphological Thin Section Preparation Protocol (IPHES, Tarragona, Spain)

description: This dataset contains the complete laboratory protocol used at the Geoarchaeological Laboratory of the Institut Català de Paleoecologia Humana i Evolució Social (IPHES, Tarragona, Spain) for the preparation of micromorphological thin sections. The protocol details each step of the preparation process, including sample drying, impregnation, and thin section production. Equipment specifications and resin component proportions are provided to ensure methodological transparency and reproducibility.
DOI: 10.25549/examiner-c44-49511
title: Robbery attempt in Inglewood, 1957

description: 7 images. Robbery attempt in Inglewood, 30 December 1957. James Best -- 31 yrs; Alan Dunsmore -- 45 yrs (in hospital recovering from tear gas); Sil Hively -- 54 yrs. (Lapp negatives).; Caption slip reads: "Photographer: Lapp. Assignment: Victims of hold uppers, Tear gas victims. At hospital recovering from tear gas (L-R): James Best, 31, Allan Dunsmore, 45; Sil Hively, 54; Charlie Czik, 38".
DOI: 10.17632/22nrym8zxj.1
title: Micromorphological Thin Section Preparation Protocol (IPHES, Tarragona, Spain)

description: This dataset contains the complete laboratory protocol used at the Geoarchaeological Laboratory of the Institut Català de Paleoecologia Humana i Evolució Social (IPHES, Tarragona, Spain) for the preparation of micromorphological thin sections. The protocol details each step of the preparation process, including sample drying, impregnation, and thin section production. Equipment specifications and resin component proportions are provided to ensure methodological transparency and reproducibility.
DOI: 10.25549/examiner-c44-49514
title: Robbery attempt in Inglewood, 1957

description: 7 images. Robbery attempt in Inglewood, 30 December 1957. James Best -- 31 yrs; Alan Dunsmore -- 45 yrs (in hospital recovering from tear gas); Sil Hively -- 54 yrs. (Lapp negatives).; Caption slip reads: "Photographer: Lapp. Assignment: Victims of hold uppers, Tear gas victims. At hospital recovering from tear gas (L-R): James Best, 31, Allan Dunsmore, 45; Sil Hively, 54; Charlie Czik, 38".
DOI: 10.17632/4kbbvrhzkj
title: Frame-setting Project Dataset

description: Frame-setting Project Dataset
DOI: 10.17632/4kbbvrhzkj.1
title: Frame-setting Project Dataset

description: Frame-setting Project Dataset
DOI: 10.25549/examiner-c44-49519
title: Inglewood cafe robbery attempt suspects in jail, 1958

description: 2 images. Inglewood cafe robbery attempt suspects in jail, 9 January 1958. Howard Lee Scott -- 19 yrs; Roger Hoskins -- 19yrs.; Caption slip reads: "Photographer: Gaze. Date: 1958-01-09. Reporter: Gaze. Assignment: Inglewood holdup pair in court. 61-62: L-R: Howard Lee Scott, 19, and Roger Hoskins, 19 as they appeared in Inglewood Municipal Court today. Preliminary hearing of the pair was continued until Jan 16. 59: Howard Lee Scott. 60: Roger Hoskins leaving municipal court (Inglewood) after being sentenced today to serve 4 days for traffic violations".
DOI: 10.25549/examiner-c44-49523
title: Robbery attempt at cafe in Inglewood at 930 W. Manchester, 1957

description: 7 images. Robbery attempt at cafe in Inglewood at 930 W. Manchester, 30 December 1957. General views of tear gas shooting by police at bar. General view of hostages coming out of bar. General view of bandits coming out. (Bob Hecht negatives).
DOI: 10.25549/examiner-c44-49539
title: Robbery attempt (Inglewood cafe on Manchester), 1957

description: 10 images. Robbery attempt (Inglewood cafe on Manchester), 30 December 1957. Roger A. Hoskins (Suspect) -- 19 yrs.; Howard Scott -- 19 yrs. (Suspect in jail); Officer Tony Mascola; James Triggs (hostage); Evelyn Shane (hostage). (Olmo negatives).; Caption slip reads: "Photographer: Olmo. Date: 1957-12-30. Reporter: Adler. Assignment: Holduppers. 5-6: Suspect Roger A. Hoskins, 19, at Inglewood station. 9-10: Suspect Howard Scott, 19, in Inglewood jail. 7-8: Inglewood Officer Tony Mascola holding two phony guns found on suspects. 1: Suspect Howard Scott, nylon stocking over face, emerges from rear door of bar with hostage Evelyn Shane ahead of him. Tear gas slightly envelops [sic] them. 75/76/77/78: Suspect Howard Scott and hostage Evelyn Shane behind broken window in back entrance of bar, try to get fresh air after tear gas had been shot through door. 2. Roger hoshkins, susp. 3: Hostage James Triggs". Edits: "Suspect Howard Scott, nylon stocking over face, emerges from rear door of bar -- with hostage Evelyn Shane ahead of him".
DOI: 10.17632/bgdp3xpg4v
title: Efficacy of Oral JAK Inhibitors Combined with 308-nm Excimer Laser in Pediatric Progressive Vitiligo: A Multicenter Study

description: This dataset supports the manuscript “Efficacy of Oral JAK Inhibitors Combined with 308-nm Excimer Laser in Pediatric Progressive Vitiligo: A Multicenter Study.” 
The dataset includes: 1. Sample Size: Calculated using G*Power 3.1, assuming 85% response for Group A and 50% for Group B, with α = 0.05 and 95% power. A two-tailed Fisher’s exact test indicated a minimum of 44 participants per group. 2. Data: Anonymized VASI, VIDA, and CDLQI scores were independently assessed by blinded evaluators. Lesion areas (VASI scores) were quantified using ImageJ 1.54g. Subjective and objective scores were strongly correlated (Pearson’s r = 0.95), and blinded rescoring of 10% of samples confirmed high inter-rater reliability (ICC = 0.92). 3. Figure Legends: Legends for Figures S1–S12 corresponding to supplementary analyses and visualizations.
This dataset provides valuable information for evaluating the efficacy and safety of JAK inhibitors in pediatric vitiligo patients. It can be used to replicate analyses or to further conduct research on pediatric progressive vitiligo and JAK inhibitor therapy.
DOI: 10.25549/examiner-c44-42729
title: Dodgers sign contract with Los Angeles, 1957

description: 5 images. Dodgers sign contract with Los Angeles, 8 October 1957. Mayor Norris Poulson; Kenneth Hahn; Rosalind Wyman; Ransom Callicott; Charles Navarro; John S. Gibson; L.E. Timberlake; James Corman; Everett Burkhalter. (Sign contract with Dodgers) all with little "Bums" hats on.
DOI: 10.17632/bgdp3xpg4v.1
title: Efficacy of Oral JAK Inhibitors Combined with 308-nm Excimer Laser in Pediatric Progressive Vitiligo: A Multicenter Study

description: This dataset supports the manuscript “Efficacy of Oral JAK Inhibitors Combined with 308-nm Excimer Laser in Pediatric Progressive Vitiligo: A Multicenter Study.” 
The dataset includes: 1. Sample Size: Calculated using G*Power 3.1, assuming 85% response for Group A and 50% for Group B, with α = 0.05 and 95% power. A two-tailed Fisher’s exact test indicated a minimum of 44 participants per group. 2. Data: Anonymized VASI, VIDA, and CDLQI scores were independently assessed by blinded evaluators. Lesion areas (VASI scores) were quantified using ImageJ 1.54g. Subjective and objective scores were strongly correlated (Pearson’s r = 0.95), and blinded rescoring of 10% of samples confirmed high inter-rater reliability (ICC = 0.92). 3. Figure Legends: Legends for Figures S1–S12 corresponding to supplementary analyses and visualizations.
This dataset provides valuable information for evaluating the efficacy and safety of JAK inhibitors in pediatric vitiligo patients. It can be used to replicate analyses or to further conduct research on pediatric progressive vitiligo and JAK inhibitor therapy.
DOI: 10.25549/examiner-c44-49423
title: Robbery attempt in Inglewood Cafe, 1957

description: 11 images. Robbery attempt in Inglewood Cafe, 30 December 1957. Officer Bob Perry; John Eric Johnson; Sheriff Insp. Kenneth Irving; Sher. Insp. Les Haight; Howard Scott (suspect); General views.; Caption slip reads: "Photographer: Miller. Date: 1957-12-30. Reporter: Adler. Assignment: Holduppers. Deputy Sgt. Bob Perry of Los Angeles Police Department Central Robbery talking from outside. Released hostage John Eric Johnson drawing maps of inside of bar - showing locations to Sheriff Inspector Kenneth Irving and Sheriff Inspector Les Haight. Suspect Howard Scott, 19, coming out with nylon stocking over his head."