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01USF-CS-Microscopy-Image-Analysis /Lurcher_10x Lurcher 10x Microscopy Dataset Dataset overview This dataset consists of 2-D microscopy images of histologically stained 3-D structures in tissue sections through the cerebellum of 21 mouse brains. Animals are grouped into wild-type controls (n = 10) and Lurcher mutant mice (n = 11). The classification task is to distinguish Lurcher mutant mice from wild-type controls. All images were captured at low magnification (10x) and stained with Cresyl violet, a general… See the full description on the dataset page: https://huggingface.co/datasets/USF-CS-Microscopy-Image-Analysis/Lurcher_10x.imageimage-classification1K<n<10K0 likes2.2k downloads4mo agoHugging Face02prithivMLmods /Openpdf-Analysis-Recognition Openpdf-Analysis-Recognition The Openpdf-Analysis-Recognition dataset is curated for tasks related to image-to-text recognition, particularly for scanned document images and OCR (Optical Character Recognition) use cases. It contains over 6,900 images in a structured imagefolder format suitable for training models on document parsing, PDF image understanding, and layout/text extraction tasks. Attribute Value Task Image-to-Text Modality Image Format ImageFolder… See the full description on the dataset page: https://huggingface.co/datasets/prithivMLmods/Openpdf-Analysis-Recognition.imageimage-to-text1K<n<10K4 likes1.7k downloads1y agoHugging Face03edmundmiller /rocketleague-analysis Rocket League Analysis Local Rocket League replay analysis using Ballchasing API exports and plain DuckDB. The report is meant to answer one practical question: what should I work on next from my saved replay sample? Quick Start mise install mise run setup mise run test mise exec -- python scripts/analyze_scenarios.py \ --replay-dir /path/to/Rocket\ League/TAGame/Demos \ --limit 10 Start with CONTRIBUTING.md before changing the pipeline. Replay files and… See the full description on the dataset page: https://huggingface.co/datasets/edmundmiller/rocketleague-analysis.imagen<1K0 likes1.3k downloads9d agoHugging Face04ramankamran /retina-age-analysis Retina Age Analysis Dataset Dataset Description This dataset contains 9,857 retinal fundus images from 5,393 patients for age prediction tasks. Dataset Summary Task: Age prediction from retinal fundus images Images: 9,857 high-quality retinal images Patients: 5,393 unique patients Age Range: 5-97 years Image Format: JPEG Average Image Size: ~1 MB Supported Tasks Regression: Predict continuous age (5-97 years) Classification: Predict age group (5… See the full description on the dataset page: https://huggingface.co/datasets/ramankamran/retina-age-analysis.imageimage-classification1K<n<10K0 likes953 downloads1y agoHugging Face05SARA-smartphone-assisted-river-analysis /trash-in-river-2025 Street Parade 2025 Dataset Overview This dataset was collected by SARA, a student initiative at ETH Zurich, to enable open research on trash presence in aquatic environments. It contains images of litter in the Limmat River in Zurich the day after the Street Parade (August 9, 2025). The dataset is intended for training and evaluating trash classification models. Dataset summary Collection date: August 9, 2025 Location: Kornhausbrücke, Zurich… See the full description on the dataset page: https://huggingface.co/datasets/SARA-smartphone-assisted-river-analysis/trash-in-river-2025.imageimage-segmentation10K<n<100K0 likes686 downloads10mo agoHugging Face06zoeloopy /lewm-vjepa21-state-moe-shared-residual-wo-tokencl-analysis LEWM V-JEPA2.1 State-MoE Shared-Residual Analysis This dataset contains PNG visualizations and adjacent-epoch absolute-delta summaries for the experiment lewm_reasoning_vjepa21_vitL_tokens_100tasks_stateMoE_sharedResidual_pair_topkExcess_flat_headaware_woTokenCL_modify. Contents metadata.csv: parsed stage, epoch, layer, condition, scope, and image paths. gallery_manifest.json: manifest consumed by the companion Static HTML Space. summary.json: aggregate image… See the full description on the dataset page: https://huggingface.co/datasets/zoeloopy/lewm-vjepa21-state-moe-shared-residual-wo-tokencl-analysis.imagen<1K0 likes581 downloads3mo agoHugging Face07HaruthaiAi /VanGogh_vs_TreeOilPainting_QuantumTorque_EnergyField_Analysis_Phase1_2025 Dataset Policy VanGogh Vs. Tree Oil Painting: Quantum Torque Energy Field Analysis 2025 Structure Type Free-form and Semi-structured Narrative Core Principles Each file is an independent analytical entity with its own identity. Each file is the result of Autonomous AI–Human Co-analysis. The structure is intentionally open, flexible, and adaptive, reflecting the natural reasoning process of the researcher, rather than forcing rigid… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_vs_TreeOilPainting_QuantumTorque_EnergyField_Analysis_Phase1_2025.imagen<1K1 likes464 downloads7mo agoHugging Face08Mario123123 /diagram-analysis-4imagen<1K0 likes394 downloads5mo agoHugging Face09guyshilo12 /Home-Credit-Risk-Analysis 🏦 Home Credit Risk Analysis — EDA, Feature Engineering & ML Models This project explores the Home Credit Default Risk dataset throughEDA, statistical insights, feature engineering, clustering, regression, and classification modeling. The goals of the project are to: Understand borrower behavior and key risk drivers Predict missing creditworthiness scores (EXT_SOURCE_2) Develop a classification model to predict loan default Deploy both models via HuggingFace for… See the full description on the dataset page: https://huggingface.co/datasets/guyshilo12/Home-Credit-Risk-Analysis.imagen<1K0 likes354 downloads10mo agoHugging Face10Mario123123 /diagram-analysis-8imagen<1K0 likes331 downloads4mo agoHugging Face11yyh234 /risk-analysisimagen<1K0 likes329 downloads10h agoHugging Face12MlouisBE /iclr-rebuttal-analysis ICLR Rebuttal Dynamics Dataset Companion dataset for the paper "Rebuttal dynamics in machine-learning peer review: an LLM-instrumented analysis of ICLR 2024-2025". Overview This dataset contains 164,974 peer reviews from ICLR 2023-2026, enriched with LLM-extracted features for studying how author rebuttals influence reviewer score changes. Each review includes the full review text, pre- and post-rebuttal scores, Gemini-predicted scores, score-change verdicts, and… See the full description on the dataset page: https://huggingface.co/datasets/MlouisBE/iclr-rebuttal-analysis.documenttext-classification10K<n<100K0 likes314 downloads5mo agoHugging Face13jakeatx /qwen36-mtp-turbo-kv-analysis Qwen3.6 MTP Turbo KV Runtime Analysis This repository is a curated analysis artifact for local Qwen3.6-35B-A3B MTP GGUF inference experiments on Windows CUDA. It compares clean MTP llama.cpp, QuinsZouls llama-next TurboQuant, and the completed subset of Atomic TurboQuant runs under a fixed 64k context, MoE CPU offload, and Unsloth-aligned sampling settings. The raw benchmark runs included incomplete and capability-incompatible rows. This repo keeps only completed, comparable… See the full description on the dataset page: https://huggingface.co/datasets/jakeatx/qwen36-mtp-turbo-kv-analysis.imagetext-generationn<1K1 likes302 downloads5mo agoHugging Face14mqraitem /Mining-Analysis Mining-Analysis Dataset A research dataset for error analysis of satellite land-use classifiers, with model predictions, ground truth, RGB imagery, raw spectral bands, and per-month cloud masks. Used in a study of how cloud occlusion affects model predictions of West African land cover (mining, oil palm, rubber). Background We use satellite images to detect land-use changes in West Africa — specifically mining sites, oil palm plantations, and rubber plantations.… See the full description on the dataset page: https://huggingface.co/datasets/mqraitem/Mining-Analysis.imagen<1K0 likes292 downloads4mo agoHugging Face15HaruthaiAi /VanGogh_vs_TreeOilPainting_QuantumTorque_EnergyField_Analysis_2025⚠️ Legacy Notice (Phase 1) This dataset represents the early Center Index / Phase 1 design of the Tree Oil Painting × Van Gogh forensic framework. It is kept online for historical transparency, methodology reference, and interface testing. For all current physics-locked baselines, biomechanical signatures, and production-ready files, please refer to: ➡️ VanGogh_vs_TreeOilPainting_QuantumTorque_EnergyField_Analysis_2025 🌿 Interactive Image Space (Phase 1)ForensicImageGallery_Phase1… See the full description on the dataset page: https://huggingface.co/datasets/HaruthaiAi/VanGogh_vs_TreeOilPainting_QuantumTorque_EnergyField_Analysis_2025.imagen<1K0 likes265 downloads3mo agoHugging Face16SARA-smartphone-assisted-river-analysis /trash-in-river-2024 Trash in River 2024 — Street Parade 2024 Dataset Overview This dataset was collected by SARA, a student initiative at ETH Zurich, to enable open research on trash presence in aquatic environments. It contains visual records of litter observed in the Limmat River in Zurich the day after the Street Parade (August 10, 2024). The dataset is intended for training and evaluating trash classification models. Dataset summary Collection date: August 10… See the full description on the dataset page: https://huggingface.co/datasets/SARA-smartphone-assisted-river-analysis/trash-in-river-2024.imageimage-segmentation1K<n<10K1 likes262 downloads2mo agoHugging Face17Mario123123 /diagram-analysis-5imagen<1K0 likes260 downloads4mo agoHugging Face18SkyWhal3 /SNAP25_ESM2_OpenFold3_Structural_Analysis 🧬 SNAP25 OpenFold3 Structural Analysis Dataset Comprehensive structural predictions and therapeutic discovery data for 677 SNAP25 missense variants 🎯 Overview This dataset provides the first comprehensive structural analysis of SNAP25 (Synaptosomal-Associated Protein 25 kDa) missense variants, generated to support therapeutic discovery for SNAP25-related developmental and epileptic encephalopathy (DEE-SNAP25). SNAP25 is a critical component of the neuronal… See the full description on the dataset page: https://huggingface.co/datasets/SkyWhal3/SNAP25_ESM2_OpenFold3_Structural_Analysis.imagetabular-classification1K<n<10K0 likes252 downloads9mo agoHugging Face19zoeloopy /lewm-state-moe-shared-residual-wo-tokencl-jepa-top2-analysis LEWM JEPA Top-2 State-MoE Analysis This dataset contains PNG visualizations and adjacent-epoch absolute-delta summaries for the experiment 100tasks_stateMoE_sharedResidual_pair_topkExcess_flat_headaware_woTokenCL_modify_jepa_top2. Contents metadata.csv: parsed stage, epoch, layer, condition, scope, and image paths. gallery_manifest.json: manifest consumed by the companion Static HTML Space. summary.json: aggregate image counts. summaries/*.csv: train, validation… See the full description on the dataset page: https://huggingface.co/datasets/zoeloopy/lewm-state-moe-shared-residual-wo-tokencl-jepa-top2-analysis.imagen<1K0 likes248 downloads3mo agoHugging Face20mehti /LMOD-Cataract-1K-surgical-analysis-cot Cataract-1K LLM-Generated Surgical Instructions Dataset Overview This dataset is derived from the Cataract-1K dataset (part of the LMOD benchmark) and enhanced using Qwen3-VL-30B-A3B-Thinking, a large vision-language model with reasoning capabilities. It is designed for training medical AI systems to provide actionable surgical guidance with transparent reasoning. Generation Process Source Data: Cataract-1K processed frames with segmentation annotations… See the full description on the dataset page: https://huggingface.co/datasets/mehti/LMOD-Cataract-1K-surgical-analysis-cot.imagevisual-question-answering10K<n<100K0 likes237 downloads7mo agoHugging Face21lia-prop13 /startup-Investments-analysis 📊 StartUp Investments EDA 1. Background & Objectives This project explores a comprehensive dataset of startup investments (sourced from Crunchbase) to uncover the primary factors that predict a startup's survival and trajectory in a competitive market. Through this Exploratory Data Analysis (EDA), we analyze historical funding data, investment rounds, and market categories to determine which variables drive specific company outcomes - namely, whether a business… See the full description on the dataset page: https://huggingface.co/datasets/lia-prop13/startup-Investments-analysis.imagetabular-classification1K<n<10K1 likes230 downloads1mo agoHugging Face22guyshilo12 /diabetes_eda_analysis Diabetes Dataset — Exploratory Data Analysis (EDA) This repository contains a diabetes-related tabular dataset and a complete Exploratory Data Analysis (EDA).The main objective of this project was to learn how to conduct a structured EDA, apply best practices, and extract meaningful insights from real-world health data. The analysis includes correlations, distributions, group comparisons, class balance exploration, and statistical interpretations that illustrate how different… See the full description on the dataset page: https://huggingface.co/datasets/guyshilo12/diabetes_eda_analysis.imagetabular-classificationn<1K1 likes226 downloads11mo agoHugging Face23Akhil-Theerthala /Resume-Analysis-CoTR Resume Reasoning and Feedback Dataset Dataset Description This dataset contains approximately 417 examples designed to facilitate research and development in automated resume analysis and feedback generation. Each data point consists of a user query regarding their resume, a simulated internal analysis (chain-of-thought) performed by an expert persona, and a final, user-facing feedback response derived solely from that analysis. The dataset captures a two-step reasoning… See the full description on the dataset page: https://huggingface.co/datasets/Akhil-Theerthala/Resume-Analysis-CoTR.imageimage-to-textn<1K4 likes224 downloads1y agoHugging Face24mqraitem /Deforest-Analysis NRT Forest-Loss Test Set for Student Analysis This package contains the fixed held-out test split used for a study of near-real-time forest-loss detection from four HLS observations. It is an analysis release: it includes inputs, labels, model outputs, and visual renders, but no checkpoints or GPU-dependent code. The intended analyses are prediction-shape comparison, per-connected-component performance, and seasonal performance. Do not use this test set to select model… See the full description on the dataset page: https://huggingface.co/datasets/mqraitem/Deforest-Analysis.imageimage-segmentationn<1K0 likes194 downloads3mo agoHugging Face25Zomba /STARE-structured-analysis-of-the-retinaarXiv:2501.18921https://arxiv.org/abs/2501.18921 imageimage-segmentationn<1K0 likes182 downloads10mo agoHugging Face26prithivMLmods /Gym-Exercise-Video-Analysis Gym-Exercise-Video-Analysis Gym-Exercise-Video-Analysis is a specialized multimodal video understanding dataset comprising 500 annotated gym workout and exercise clips. It is designed for fine-tuning and evaluating Video-Language Models (Video-LLMs), visual fitness coaches, and temporal exercise analysis systems. Each entry pairs exercise videos and extracted frame sequences with in-depth textual descriptions, biomechanical observations, form evaluations, and routine tracking.… See the full description on the dataset page: https://huggingface.co/datasets/prithivMLmods/Gym-Exercise-Video-Analysis.imagevideo-text-to-textn<1K2 likes172 downloads1mo agoHugging Face27FastJobs /Visual_Emotional_Analysisimageimage-classificationn<1K14 likes169 downloads4y agoHugging Face28cvikl /religious-artwork-analysis-data Data Download from Kaggle (needs an API token from https://www.kaggle.com/settings): pip install kaggle python data/download.py Expected layout after download: data/artwork_metadata.csv 3,997 rows — filename, religion (1,000 each of buddhism / christianity / hinduism; 997 islam), sub_religion, artist, title, year, place, source, source_id, source_url, image_url data/images/ the… See the full description on the dataset page: https://huggingface.co/datasets/cvikl/religious-artwork-analysis-data.image1K<n<10K0 likes162 downloads3mo agoHugging Face29Mario123123 /diagram-analysis-6imagen<1K0 likes117 downloads5mo agoHugging Face30Kaz55 /cable-representation-analysis Cable representation analysis — ACT encoder, DG-5F / UR5e cable sorting What the ACT encoder's internal representation holds about the cable being handled. All figures come from a forward hook on policy.model.encoder: the transformer tokens are mean-pooled into a single 512-d vector per frame. Every split in this directory is episode-level. Frames inside one episode are near-duplicates, so a frame-level split leaks the answer and inflates every number below. Model… See the full description on the dataset page: https://huggingface.co/datasets/Kaz55/cable-representation-analysis.imagen<1K0 likes105 downloads22d agoHugging Face

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