datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PerceptionBench
PerceptionBench
PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models
Abstract
We introduce PerceptionBench, a benchmark specifically designed to evaluate the atomic visual perception capabilities of Multimodal Large Language Models (MLLMs). Existing benchmarks often fail to isolate perception: holistic evaluations conflate perceptual errors with failures in reasoning or domain knowledge, while application-driven benchmarks… See the full description on the dataset page: https://huggingface.co/datasets/moonshotai/PerceptionBench.synthetic-bathroom-dataset-for-robotic-perception
Synthetic Bathroom Dataset for Robotic Perception
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled by the… See the full description on the dataset page: https://huggingface.co/datasets/physicl/synthetic-bathroom-dataset-for-robotic-perception.lighting-invariant-bedroom-perception-robustness-benchmark
Lighting-Invariant Bedroom Perception & Robustness Benchmark
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is… See the full description on the dataset page: https://huggingface.co/datasets/physicl/lighting-invariant-bedroom-perception-robustness-benchmark.synthetic-living-room-dataset-for-robotic-perception
Synthetic Living Room Dataset for Robotic Perception
Generated by datapack-import.ts
This dataset mirrors public data-pack render outputs from Physicl.
Each row represents one render view. The image column contains a stable URL to the primary render image uploaded under /data; image_path stores the relative repository path and data_commit_sha pins the Hugging Face dataset commit used by those URLs. Files are uploaded as downloaded unless optional PNG recompression is enabled by… See the full description on the dataset page: https://huggingface.co/datasets/physicl/synthetic-living-room-dataset-for-robotic-perception.PerceptionComp
PerceptionComp: A Benchmark for Complex Perception-Centric Video Reasoning
PerceptionComp is a benchmark for complex perception-centric video reasoning. It focuses on questions that cannot be solved from a single frame, a short clip, or a shallow caption. Models must revisit visually complex videos, gather evidence across temporally separated segments, and combine multiple perceptual cues before answering.
Dataset Details
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/hrinnnn/PerceptionComp.PerceptionBench
PerceptionBench
PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models
Abstract
We introduce PerceptionBench, a benchmark specifically designed to evaluate the atomic visual perception capabilities of Multimodal Large Language Models (MLLMs). Existing benchmarks often fail to isolate perception: holistic evaluations conflate perceptual errors with failures in reasoning or domain knowledge, while application-driven benchmarks… See the full description on the dataset page: https://huggingface.co/datasets/Bithubs/PerceptionBench.lighting-invariant-bedroom-perception-robustness-benchmark-next-pack-1917c2cb-f1975230
Home Object Detection, Grasping and Sorting Eval — YOLOv8
Evaluation dataset for a robotic arm that detects, grasps, and sorts objects by type in home environments. 30 renders at 640x640 across kitchen, entry, living room and dressing spaces, staged with everyday household objects. Includes RGB plus metric depth, world-space normals (OpenGL, linear), albedo and material index passes, per-frame annotations, and midday lighting. Targets a YOLOv8 model.
This dataset mirrors public… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/lighting-invariant-bedroom-perception-robustness-benchmark-next-pack-1917c2cb-f1975230.au_street_perceptionr20-portfolio-ai-perception
Portfolio Interference in LLM Brand Perception (R20 to R21)
Supersession note: This dataset originally backed R20 (2026ab, superseded). R21 (2026ac, DOI 10.5281/zenodo.19765401) supersedes both R8 (2026q) and R20. R21 merges R8 theory with R20 empirical (9,925 obs across 40 brands, 13 models, 7 traditions) into a single analytical-empirical paper. New citations should reference Zharnikov (2026ac).
Dataset DOI: 10.57967/hf/8380
Current Paper (R21): 10.5281/zenodo.19765401 --… See the full description on the dataset page: https://huggingface.co/datasets/spectralbranding/r20-portfolio-ai-perception.africa-seychelles-seychelles-corruption-perceptions-index-702ea721
Seychelles - Corruption Perceptions Index | Africa (Seychelles official open data)
78 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Seychelles as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Seychelles - Corruption Perceptions… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-seychelles-seychelles-corruption-perceptions-index-702ea721.africa-sao-tome-and-principe-sao-tome-and-principe-corruption-perceptions-index-22ed4811
Sao Tome and Principe - Corruption Perceptions Index | Africa (Sao Tome and Principe official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Sao Tome and Principe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Sao… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-sao-tome-and-principe-sao-tome-and-principe-corruption-perceptions-index-22ed4811.africa-drc-democratic-republic-of-the-congo-corruption-perceptions-in-9ed8b46b
Democratic Republic of the Congo - Corruption Perceptions Index | Africa (DRC official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Democratic Republic of the Congo… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-corruption-perceptions-in-9ed8b46b.africa-equatorial-guinea-equatorial-guinea-corruption-perceptions-index-ab0a47ce
Equatorial Guinea - Corruption Perceptions Index | Africa (Equatorial Guinea official open data)
66 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Equatorial Guinea as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Equatorial Guinea -… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-equatorial-guinea-equatorial-guinea-corruption-perceptions-index-ab0a47ce.africa-guinea-bissau-guinea-bissau-corruption-perceptions-index-a2b60290
Guinea-Bissau - Corruption Perceptions Index | Africa (Guinea-Bissau official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Guinea-Bissau as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Guinea-Bissau - Corruption… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-bissau-guinea-bissau-corruption-perceptions-index-a2b60290.africa-madagascar-madagascar-corruption-perceptions-index-4b1c5438
Madagascar - Corruption Perceptions Index | Africa (Madagascar official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Madagascar as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Madagascar - Corruption Perceptions… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-madagascar-madagascar-corruption-perceptions-index-4b1c5438.africa-eswatini-eswatini-corruption-perceptions-index-8ded8217
Eswatini - Corruption Perceptions Index | Africa (Eswatini official open data)
72 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Eswatini as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Eswatini - Corruption Perceptions Index… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-eswatini-eswatini-corruption-perceptions-index-8ded8217.africa-cabo-verde-cabo-verde-corruption-perceptions-index-2a312f9b
Cabo Verde - Corruption Perceptions Index | Africa (Cabo Verde official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cabo Verde as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Cabo Verde - Corruption Perceptions… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cabo-verde-cabo-verde-corruption-perceptions-index-2a312f9b.africa-lesotho-lesotho-corruption-perceptions-index-230f38cb
Lesotho - Corruption Perceptions Index | Africa (Lesotho official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Lesotho as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Lesotho - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-lesotho-lesotho-corruption-perceptions-index-230f38cb.africa-comoros-comoros-corruption-perceptions-index-2b183db3
Comoros - Corruption Perceptions Index | Africa (Comoros official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Comoros as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Comoros - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-comoros-comoros-corruption-perceptions-index-2b183db3.africa-cameroon-cameroon-corruption-perceptions-index-fe029aab
Cameroon - Corruption Perceptions Index | Africa (Cameroon official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Cameroon - Corruption Perceptions Index… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-corruption-perceptions-index-fe029aab.africa-togo-togo-corruption-perceptions-index-d68a5c98
Togo - Corruption Perceptions Index | Africa (Togo official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Togo as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Togo - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-togo-togo-corruption-perceptions-index-d68a5c98.africa-namibia-namibia-corruption-perceptions-index-ebf6315c
Namibia - Corruption Perceptions Index | Africa (Namibia official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Namibia as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Namibia - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-namibia-namibia-corruption-perceptions-index-ebf6315c.europe-owid-ti-corruption-perception-index
Ti Corruption Perception Index | Europe (Our World in Data)
🇪🇺 507 observations · 39 Europe countries · 2012–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 507 observations of Ti Corruption Perception Index data across 39 Europe countries, spanning 2012–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Ti Corruption Perception Index
Geographic coverage… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-ti-corruption-perception-index.africa-algeria-algeria-corruption-perceptions-index-3fbb5327
Algeria - Corruption Perceptions Index | Africa (Algeria official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Algeria as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Algeria - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-algeria-algeria-corruption-perceptions-index-3fbb5327.wise-perception-dfad8d
wise-perception-dfad8d
Synthetic products test data: 57 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/nxiong/wise-perception-dfad8d.africa-zimbabwe-zimbabwe-corruption-perceptions-index-ee50ce19
Zimbabwe - Corruption Perceptions Index | Africa (Zimbabwe official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Zimbabwe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Zimbabwe - Corruption Perceptions Index… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-zimbabwe-corruption-perceptions-index-ee50ce19.africa-botswana-botswana-corruption-perceptions-index-b57db026
Botswana - Corruption Perceptions Index | Africa (Botswana official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Botswana as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Botswana - Corruption Perceptions Index… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-botswana-botswana-corruption-perceptions-index-b57db026.africa-gabon-gabon-corruption-perceptions-index-13132ccb
Gabon - Corruption Perceptions Index | Africa (Gabon official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Gabon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Gabon - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gabon-gabon-corruption-perceptions-index-13132ccb.africa-mali-mali-corruption-perceptions-index-c0f986d7
Mali - Corruption Perceptions Index | Africa (Mali official open data)
84 rows - 1 Africa country - 2012-2025 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Mali as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Mali - Corruption Perceptions Index
Publisher:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-mali-corruption-perceptions-index-c0f986d7.africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-a-woman-s-right-to
WBL: Enforcement Perceptions, Work, Public authorities enforce a woman's right to get a job in the same way as a man | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: demographics_social - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-enforcement-perceptions-work-public-authorities-enforce-a-woman-s-right-to.