AVA is a project that provides audiovisual annotations of video for improving our understanding of human activity. Each of the video clips has been exhaustively annotated by human annotators, and together they represent a rich variety of scenes, recording conditions, and expressions of human activity. There are annotations for: - Kinetics (AVA-Kinetics) - a crossover between AVA and Kinetics. In order to provide localized action labels on a wider variety of visual scenes, authors provide AVA action labels on videos from Kinetics-700, nearly doubling the number of total annotations, and increasing the number of unique videos by over 500x. - Actions (AvA Actions) - the AVA dataset densely annotates 80 atomic visual actions in 430 15-minute movie clips, where actions are localized in space and time, resulting in 1.62M action labels with multiple labels per human occurring frequently. - Spoken Activity (AVA ActiveSpeaker, AVA Speech). AVA ActiveSpeaker: associates speaking activity with a visible face, on the AVA v1.0 videos, resulting in 3.65 million frames labeled across ~39K face tracks. AVA Speech densely annotates audio-based speech activity in AVA v1.0 videos, and explicitly labels 3 background noise conditions, resulting in ~46K labeled segments spanning 45 hours of data. Image Source: https://www.researchgate.net/profile/Paolo_Napoletano/publication/309327222/figure/fig1/AS:419620126248965@1477056642346/Sample-images-from-the-Aesthetic-Visual-Analysis-AVA-database-sorted-by-their-aesthetic.png

LLaVA-Bench is a dataset created to evaluate the capability of large multimodal models (LMM) in more challenging tasks and generalizability to novel domains. It consists of a diverse set of 24 images with 60 questions in total, including indoor and outdoor scenes, memes, paintings, sketches, etc., and each image with a highly-detailed and manually-curated description and a proper selection of questions. The dataset is part of the LLaVA project, which aims to develop multimodal chatbots that follow human intents to complete various daily-life visual tasks in the wild.

Contains temporally labeled face tracks in video, where each face instance is labeled as speaking or not, and whether the speech is audible. This dataset contains about 3.65 million human labeled frames or about 38.5 hours of face tracks, and the corresponding audio. Source: AVA-ActiveSpeaker: An Audio-Visual Dataset for Active Speaker Detection

This dataset contains 2100+ high resolution indoor panoramas, captured using a Canon 5D Mark III and a robotic panoramic tripod head. Each capture was multi-exposed (22 f-stops) and is fully HDR, without any saturation. Panoramas were stitched from 6 captures (60 degrees azimuth increment) and were captured in a wide variety of indoor environments.

Contains densely labeled speech activity in YouTube videos, with the goal of creating a shared, available dataset for this task. Source: AVA-Speech: A Densely Labeled Dataset of Speech Activity in Movies

Java-Small, Java-Med, Java-Large

PSI-AVA is a dataset designed for holistic surgical scene understanding. It contains approximately 20.45 hours of the surgical procedure performed by three expert surgeons and annotations for both long-term (Phase and Step recognition) and short-term reasoning (Instrument detection and novel Atomic Action recognition) in robot-assisted radical prostatectomy videos. Source: Towards Holistic Surgical Scene Understanding Image Source: https://arxiv.org/pdf/2212.04582v2.pdf

File descriptions * train - Training set. 10 days of click-through data, ordered chronologically. Non-clicks and clicks are subsampled according to different strategies. * test - Test set. 1 day of ads to for testing your model predictions. * sampleSubmission.csv - Sample submission file in the correct format, corresponds to the All-0.5 Benchmark. # Data fields | Key | Description | |----------|:-------------:| | id | ... | | click | 0/1 for non-click/click | | hour | format is YYMMDDHH, so 14091123 means 23:00 on Sept. 11, 2014 UTC. | | C1 | anonymized categorical variable| | banner_pos | ... | | site_id | ... | | site_domain | ... | | site_category | ... | | app_id | ... | | app_domain | ... | | app_category | ... | | device_id | ... | | device_ip | ... | | device_model | ... | | device_type | ... | | device_conn_type | ... | | C14-C21| anonymized categorical variable |

Dataset to address the problem of detecting people Looking At Each Other (LAEO) in video sequences. Source: LAEO-Net: revisiting people Looking At Each Other in videos

Avalon is a benchmark for generalization in Reinforcement Learning (RL). The benchmark consists of a set of tasks in which embodied agents in highly diverse procedural 3D worlds must survive by navigating terrain, hunting or gathering food, and avoiding hazards. Avalon is unique among existing RL benchmarks in that the reward function, world dynamics, and action space are the same for every task, with tasks differentiated solely by altering the environment; its 20 tasks, ranging in complexity from eat and throw to hunt and navigate, each create worlds in which the agent must perform specific skills in order to survive. This benchmark setup enables investigations of generalization within tasks, between tasks, and to compositional tasks that require combining skills learned from previous tasks. Source: Avalon: A Benchmark for RL Generalization Using Procedurally Generated Worlds Image Source: https://arxiv.org/pdf/2210.13417v1.pdf

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The dataset was proposed in LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

The UAVA,<i>UAV-Assistant</i>, dataset is specifically designed for fostering applications which consider UAVs and humans as cooperative agents. We employ a real-world 3D scanned dataset (<a href="https://niessner.github.io/Matterport/">Matterport3D</a>), physically-based rendering, a gamified simulator for realistic drone navigation trajectory collection, to generate realistic multimodal data both from the user’s exocentric view of the drone, as well as the drone’s egocentric view.

Global Symmetry Ground-truth for AVA dataset. Release Date: 2016. Users of this software are encouraged to cite the following article: Elawady, Mohamed, Cécile Barat, Christophe Ducottet, and Philippe Colantoni. "Global Bilateral Symmetry Detection Using Multiscale Mirror Histograms." In International Conference on Advanced Concepts for Intelligent Vision Systems, pp. 14-24. Springer International Publishing, 2016. Contents: GT_AVA/AVA_GT.mat : list of image names and axis groundtruth (x1,y1,x2,y2). DwnImgs.m : MATLAB code file to download images from DpChallenge website and to show how to use groundtruth, the m-code will create two directories ('Imgs', 'ImgsGT').

It contains the dataset of class comments extracted from various projects of three programming languages Java, Pharo, and Python

A large-scale multi-scene dataset for stereo deblurring, containing 20,637 blurry-sharp stereo image pairs from 135 diverse sequences and their corresponding bidirectional disparities. Source: DAVANet: Stereo Deblurring with View Aggregation

The Java dataset introduced in DeepCom (Deep Code Comment Generation), commonly used to evaluate automated code summarization.

40 personalized concepts

• A set of java bugs - With executable test cases

A new Actor-identified A-AVA dataset based on the existing AVA dataset and the TAO dataset, by assigning the unique actor identity and actions to each actor.

We propose a dataset, AVASpeech-SMAD, to assist speech and music activity detection research. With frame-level music labels, the proposed dataset extends the existing AVASpeech dataset, which originally consists of 45 hours of audio and speech activity labels. To the best of our knowledge, the proposed AVASpeech-SMAD is the first open-source dataset that features strong polyphonic labels for both music and speech. The dataset was manually annotated and verified via an iterative cross-checking process. A simple automatic examination was also implemented to further improve the quality of the labels. Evaluation results from two state-of-the-art SMAD systems are also provided as a benchmark for future reference.

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The Java dataset introduced in Hybrid-DeepCom (Deep code comment generation with hybrid lexical and syntactical information), commonly used to evaluate automated code summarization. It is basically a further version of DeepCom-Java.

LLaVA-Rad MIMIC-CXR features more accurate section extractions from MIMIC-CXR free-text radiology reports. Traditionally, rule-based methods were used to extract sections such as the reason for exam, findings, and impression. However, these approaches often fail due to inconsistencies in report structure and clinical language. In this work, we leverage GPT-4 to extract these sections more reliably, adding 237,073 image-text pairs to the training split and 1,952 pairs to the validation split. This enhancement afforded the development and fine-tuning of LLaVA-Rad, a multimodal large language model (LLM) tailored for radiology applications, achieving improved performance on report generation tasks.

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Annotated Earth Observation dataset of extreme events

Overview: This dataset encompasses a compilation of 6,700 executed scoops (excavations), mapped across a vast spectrum of materials, terrain topography, and compositions. Motivation: The primary motivation behind collecting this dataset is to advance research in granular material manipulation and meta-learning. We also believe that this dataset would help with research in domain specific problems including autonomous terrain excavation. The diverse nature of the dataset, spanning a broad spectrum of materials and terrains, provides a rich foundation for various studies. Dataset Characteristics: - Total Samples: 6,700 - Tasks: 67 (with each task being defined by its unique combination of materials and composition) - Materials: 12 distinct materials - Terrain Compositions: Materials are combined in 4 different ways to create diverse terrains. - Volume Metrics: - Maximum scoop volume: 260.8 cm³ - Average scoop volume: 31.3 cm³ Content Summary: For each scoop action in the dataset, the following data points are recorded: - Action Information: This includes the scoop location, scoop yaw, scoop depth, and scoop stiffness. - Terrain State (Pre-Scooping): Captured as RGBD data, using an overhead RealSense L515. - Volume Scooped: Represents the volume of the material scooped during a particular action. - End-Effector Sensor Data: F/T sensor data recorded while executing the scooping action. The scoops are executed using the UR5e. Potential Use Cases: 1. Granular Material Manipulation: Given the varied materials and terrains, this dataset is a valuable asset for those looking into the dynamics and intricacies of manipulating granular substances. 2. Meta-learning: With 67 tasks based on materials and compositions, researchers can delve into meta-learning applications, especially regarding how different materials interact and behave in a few-shot setting. 3. Self-supervised Learning: The extensive number of samples can be harnessed for training models in a self-supervised manner, extracting patterns without explicit labeled supervision. 4. Visual Estimation of Terrain Properties: The RGBD data offers an opportunity for training models that can visually estimate and interpret terrain characteristics based on depth and color data with the F/T sensor data acting as ground truth. 5. Autonomous Excavation and Construction Robotics. The dataset provides results of scooping (excavation) on terrains with different materials including sand, rigid rocks, rock fragments, etc. and can be useful for developing novel approaches for autonomous excavation and construction robotics in general. 6. Deep Reinforcement Learning and Decision Making. The dataset provides a set of observations, actions, and the corresponding reward values (the scoop volume) and can be naturally posed as a sequential decision making problem.

The USNA long-term scintillation study is a continuing effort to characterize and measure optical turbulence in the near-maritime boundary layer. ## Summary The field campaign utilized a ScinTec BLS450 scintillometer to characterize the strength of optical turbulence over a link approximately 3 [m] above the river’s surface between January 1\textsuperscript{st}, 2020, and July 26\textsuperscript{th}, 2023. This field campaign included a range of meteorological and oceanographic measurements from nearby NOAA, National Data Buoy Center (NDBC), and Academy weather stations. The long-term dataset covers the period between January 1\textsuperscript{st}, 2020 and July 14\textsuperscript{th}, 2022. This data set includes local measurements made with a Davis Vantage Pro2 weather station, as well as water conditions from the NDBC Thomas Point data buoy. ## Details Additional Information * Frequency: 1 minute * Language: English Categories * Surface Platforms * National Data Buoy Center station TPLM2 Instruments * ScinTec BLS450 * Davis Vantage Pro2 Temporal coverage * Begin datetime: 2020-01-01 00:00:00 * End datetime: 2022-07-14 00:00:00 Spatial coverage * Maximum (North) Latitude: 38.98 * Minimum (South) Latitude: 38.98 * Minimum (West) Longitude: -76.48 * Maximum (East) Longitude: -76.48 Primary contact information * author: Chris Jellen cjellen@microsoft.com

The USNA long-term scintillation study is a continuing effort to characterize and measure optical turbulence in the near-maritime boundary layer. ## Summary The field campaign utilized a ScinTec BLS450 scintillometer to characterize the strength of optical turbulence over a link approximately 3 [m] above the river’s surface between January 1\textsuperscript{st}, 2020, and July 26\textsuperscript{th}, 2023. This field campaign included a range of meteorological and oceanographic measurements from nearby NOAA, National Data Buoy Center (NDBC), and Academy weather stations. The short-duration dataset includes measured $C_n^2$ along with atmospheric and oceanographic parameters from a co-located NOAA COOPS observation station between June 1\textsuperscript{st}, 2021, and September 1\textsuperscript{st}, 2021. ## Details Additional information * Frequency: 6 minute * Language: English Categories * Surface Platforms * NOAA Coastal Observation Station 8575512 Instruments * ScinTec BLS450 * Davis Vantage Pro2 Temporal coverage * Begin datetime: 2021-06-01 00:00:00 * End datetime: 2021-09-01 00:00:00 Spatial coverage * Maximum (North) Latitude: 38.98 * Minimum (South) Latitude: 38.98 * Minimum (West) Longitude: -76.48 * Maximum (East) Longitude: -76.48 Primary contact information * author: Chris Jellen cjellen@microsoft.com

The dataset consists of two versions: $X_1$ with $P_3$ and $X_1$ without $P_3$, where $P_3$ represents a set of random unchanged functions from vulnerability fixing commits. This dataset is designed for finetuning large language models to detect vulnerabilities in code. It can be used for training and evaluating models in automated vulnerability detection tasks. Source: Finetuning Large Language Models for Vulnerability Detection

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VQA NLE synthetic dataset, made with LLaVA-1.5 using features from GQA dataset. Total number of unique datas: 66684 ## Languages eng ## Supported Tasks Question Answering ## Dataset Usage from datasets import load_dataset dset = datasets.load_dataset("patrickamadeus/vqa-nle-llava", name='<CONFIG_NAME>', trust_remote_code=True) ## Dataset Version Source: 1.0.1. Date: 2024.09.25. ## Dataset License CC-BY 4.0 ## Citation If you are using the VQA NLE LLaVA dataloader in your work, please cite the following: @misc{irawan2024efficientrobustvqanledata, title={Towards Efficient and Robust VQA-NLE Data Generation with Large Vision-Language Models}, author={Patrick Amadeus Irawan and Genta Indra Winata and Samuel Cahyawijaya and Ayu Purwarianti}, year={2024}, eprint={2409.14785}, archivePrefix={arXiv}, primaryClass={cs.CL}, url={https://arxiv.org/abs/2409.14785}, }

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