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Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.

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01DesmondYMTang2024 /Language-Grounded_Sparse_Encoder_Training Language-Grounded Sparse Encoder (LanSE) — Training Data This repository hosts the AI-generated images and human annotation datasets accompanying the paper: Human-like Content Analysis for Generative AI with Language-Grounded Sparse Encoders Yiming Tang, Arash Lagzian, Srinivas Anumasa, Qiran Zou, Yingtao Zhu, Ye Zhang, Trang Nguyen, Yih-Chung Tham, Ehsan Adeli, Ching-Yu Cheng, Yilun Du, Dianbo Liu National University of Singapore · Tsinghua University · Stanford University ·… See the full description on the dataset page: https://huggingface.co/datasets/DesmondYMTang2024/Language-Grounded_Sparse_Encoder_Training.textimage-classification100K<n<1M1 likes7.2k downloads17d agoHugging Face02nebula /OpenSDI_trainThis repository contains the OpenSDI training dataset, presented in the paper OpenSDI: Spotting Diffusion-Generated Images in the Open World. Code: https://github.com/iamwangyabin/OpenSDI imageimage-classification100K<n<1M2 likes3.2k downloads1y agoHugging Face03BGLab /BioTrove-Train BioTrove: A Large Curated Image Dataset Enabling AI for Biodiversity Description See the BioTrove dataset card on HuggingFace to access the main BioTrove dataset (161.9M) BioTrove comprises well-processed metadata with full taxa information and URLs pointing to image files. The metadata can be used to filter specific categories, visualize data distribution, and manage imbalance effectively. We provide a collection of software… See the full description on the dataset page: https://huggingface.co/datasets/BGLab/BioTrove-Train.imageimage-classification100M<n<1B3 likes1.8k downloads1y agoHugging Face04paulpacaud /rlbenchfail_train_dataset Guardian: RLBench-Fail Dataset This dataset is part of the Guardian project: Detecting Robotic Planning and Execution Errors with Vision-Language Models. It contains annotated robotic manipulation failure data generated in the RLBench simulator for training and evaluating Vision-Language Models (VLMs) on failure detection tasks. Failures are produced by an automated pipeline that procedurally perturbs successful scripted trajectories in simulation, generating diverse planning… See the full description on the dataset page: https://huggingface.co/datasets/paulpacaud/rlbenchfail_train_dataset.tabularvisual-question-answering10K<n<100K0 likes1k downloads7mo agoHugging Face05paulpacaud /bdv2fail_train_dataset Guardian: BridgeDataV2-Fail Dataset This dataset is part of the Guardian project: Detecting Robotic Planning and Execution Errors with Vision-Language Models. It contains annotated robotic manipulation failure data derived from the BridgeDataV2 real-robot dataset for training and evaluating Vision-Language Models (VLMs) on failure detection tasks. Failures are produced by an automated pipeline that perturbs successful real-robot trajectories offline (without re-executing actions)… See the full description on the dataset page: https://huggingface.co/datasets/paulpacaud/bdv2fail_train_dataset.tabularvisual-question-answering10K<n<100K1 likes143 downloads7mo agoHugging Face06paulpacaud /ur5fail_train_dataset Guardian Failure Detection Dataset This dataset is part of the Guardian project: Detecting Robotic Planning and Execution Errors with Vision-Language Models. It contains annotated robotic manipulation failure data for training and evaluating Vision-Language Models (VLMs) on failure detection tasks. Guardian introduces an automated failure generation approach that procedurally perturbs successful robot trajectories to produce diverse planning failures and execution failures, each… See the full description on the dataset page: https://huggingface.co/datasets/paulpacaud/ur5fail_train_dataset.tabularvisual-question-answering1K<n<10K0 likes124 downloads7mo agoHugging Face07jucamohedano /oven-grpo-training-data OVEN GRPO Training Data Training data behind my MSc thesis GRPO experiments on OVEN open-domain visual entity recognition with Qwen3-VL-4B. This is the companion to the published GRPO adapters: the parquets, taxonomy oracle, and self-aggregation traces they were trained on. Layout path contents taxonomy/chains_labels.jsonl Wikidata P279 (subclass-of) chains per OVEN entity: the label hierarchy used by every hierarchical metric… See the full description on the dataset page: https://huggingface.co/datasets/jucamohedano/oven-grpo-training-data.textimage-classification100K<n<1M0 likes114 downloads2mo agoHugging Face0887cc2s /traininggated 87cc2s/training Numerosity training data, organized by task then by source: counting-training/ synthetic/ <- abstract shapes generator real-world/ <- real photographs, ~19 public counting/detection datasets ans-training/ synthetic/ <- abstract shapes generator real-world/ <- same-category pairs of real photographs Each *-training/<domain>/ folder has its own dataset_card.md (schema + generation/curation details), manifest.json (summary stats), and… See the full description on the dataset page: https://huggingface.co/datasets/87cc2s/training.imageimage-classification100K<n<1M0 likes41 downloads14d agoHugging Face09rlogh /lanternfly_swatter_training Spotted Lanternfly Classification Dataset Dataset Description This dataset contains images for binary classification of spotted lanternflies (Lycorma delicatula), an invasive species causing significant damage to agriculture and ecosystems in the United States. The dataset is designed to train machine learning models to identify dead or squashed lanternflies from photographs, supporting community-driven environmental monitoring and pest management efforts. Dataset… See the full description on the dataset page: https://huggingface.co/datasets/rlogh/lanternfly_swatter_training.imageimage-classification1K<n<10K0 likes30 downloads1y agoHugging Face10zujiguts /skin-lesion-trainOne-full Skin Lesion Dataset — trainOne Full All 7 HAM10000 classes including Melanocytic Nevi (nv). Source: ISIC 2018 Challenge Task 3. Code Description Count nv Melanocytic Nevi (benign) 5000 mel Melanoma (deadly) 1113 bkl Benign Keratosis 1099 bcc Basal Cell Carcinoma (cancer) 514 akiec Actinic Keratosis (monitor) 327 vasc Vascular Lesions 142 df Dermatofibroma 115 Total: 8,310 images Load: from datasets import load_dataset ds =… See the full description on the dataset page: https://huggingface.co/datasets/zujiguts/skin-lesion-trainOne-full.imageimage-classification1K<n<10K0 likes21 downloads7mo agoHugging Face11zujiguts /skin-lesion-trainOnegated Skin Lesion Dataset — trainOne Subset of the ISIC 2018 Challenge (HAM10000) dataset. Melanocytic Nevi (nv) excluded — handled as a separate class. Code Full Name Note mel Melanoma Deadly bkl Benign Keratosis bcc Basal Cell Carcinoma Cancer akiec Actinic Keratosis Monitor vasc Vascular Lesions df Dermatofibroma Source: ISIC 2018 Challenge Task 3 — https://challenge.isic-archive.com/data/#2018 Load this dataset: from datasets import load_dataset ds =… See the full description on the dataset page: https://huggingface.co/datasets/zujiguts/skin-lesion-trainOne.imageimage-classification1K<n<10K0 likes9 downloads7mo agoHugging Face

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