datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ViewGraphBench
ViewGraphBench
Synthetic view graphs with exact ground truth for the global stage of Structure-from-Motion.
Toolkit and generator on GitHub | viewgraphforge on PyPI | Citation | MIT license
ViewGraphBench is a benchmark for rotation averaging, translation averaging, SE(3) pose-graph optimisation and the detection of outlier edges. A node of a view graph is a calibrated camera with a known pose. An edge is a measured relative pose between two cameras (rotation, unit translation… See the full description on the dataset page: https://huggingface.co/datasets/ezharjan/ViewGraphBench.View-Spatial-Benchchange-my-view-subreddit-cleaned
Opinionated LLM
bridge_episode_viewpoints
Bridge Episode Viewpoints
This repository provides the selected sampled viewpoint for each Bridge episode in OXE-AugE.
Files
File
Description
episode_best_viewpoint_train.csv
Train split episode-to-viewpoint mapping.
episode_best_viewpoint_test.csv
Test split episode-to-viewpoint mapping.
Columns
Column
Description
episode_id
Episode index in the Bridge split.
best_viewpoint
Selected sampled viewpoint index for that episode.
adcumen-viewer-emotions
AdCumen Viewer Emotions Dataset
Dataset for the paper "Decoding Viewer Emotions in Video Ads" by Alexey Antonov, Shravan Sampath Kumar, Jiefei Wei, William Headley, Orlando Wood, and Giovanni Montana, published in Nature Scientific Reports.
Code: github.com/gmontana/DecodingViewerEmotions
Model weights: dnamodel/tsam-viewer-emotions
Dataset Description
The dataset consists of 26,637 five-second video clips extracted from video advertisements, annotated for seven… See the full description on the dataset page: https://huggingface.co/datasets/dnamodel/adcumen-viewer-emotions.gated-viewer-testfull-dubai-pulsexss-data-viewer-test
XSS Test Dataset
viewpoint-state-consistency-v0.1What this is
This dataset tests abstract state consistency across viewpoints.
Same event.Different camera.One state.
What it measures
• Whether abstraction survives camera change• Whether state ties to structure, not pixels
A model that binds state to view will fail.
Expected model output
Return only:
AorB
Scoring
Use scorer.py.
Metrics:
• accuracy• parse_rate
Suggested prompt
You are checking whether two viewpoints describe the same world state.
Scene:
{scene}
View A:
{view_a}
View B:… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/viewpoint-state-consistency-v0.1.ott-viewer-dropoff-retention
🎬 OTT Viewer Drop-Off & Retention Risk Dataset (v1.0)
📌 Overview
This dataset provides episode-level viewer behavior data for OTT (streaming) TV series, focused on drop-off patterns, retention risk, and engagement dynamics across episodes and seasons.
Unlike traditional catalog datasets (genres, ratings, cast), this dataset is designed to support realistic retention analysis, similar to how streaming platforms study when and why viewers stop watching.
Each row… See the full description on the dataset page: https://huggingface.co/datasets/Eklavya16/ott-viewer-dropoff-retention.ViewRecDB-100K
ViewRecDB-100K
Dataset Summary
ViewRecDB-100K is a 3D viewpoint recommendation dataset for AI photography. It contains 100K training samples and 1K test samples. Each sample consists of a paired suboptimal and optimal image, along with the corresponding 3D viewpoint change annotation. Given a suboptimal image, the task is to predict the 3D viewpoint change toward the optimal image.
The dataset is automatically constructed from the Unsplash Full Dataset. The… See the full description on the dataset page: https://huggingface.co/datasets/anonymous-12314/ViewRecDB-100K.192-Youtube-Channel-Views-Count
192 YouTube Channel Views Count
This project compiles and analyzes data from 192 YouTube channels, totaling approximately 166,411 videos. The dataset includes information such as video titles, view counts, publish dates, and authors.
Introduction
The 192 YouTube Channel Views Count project aims to provide insights and analytics on video performance across 192 different YouTube channels. By aggregating data such as video titles, view counts, publish dates, and authors… See the full description on the dataset page: https://huggingface.co/datasets/leodeveloper2000/192-Youtube-Channel-Views-Count.ViewSpatial-Bench-vlmevalviewer-xss-beacon
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xss-viewer-test-45xss-viewer-test-44
XSS Viewer Test
scirepeval_view_cite_read_testThis is a fork of SciRepEval data with new/corrected labels for my research and not the official dataset of SciRepEval .
html-report-viewer