sentinel
Datasets
All datasets matching “sentinel”sentineledgedataset
SentinelEdge Traffic Dataset
A large-scale urban traffic dataset combining Bengaluru CCTV footage with the UA-DETRAC benchmark, assembled for the SentinelEdge traffic management and vehicle detection system. Contains ~196,000 annotated images across four sub-datasets covering Indian urban roads and international highway scenarios.
Sub-datasets
1. BMD-45-Train
35,792 images from 45 Bengaluru CCTV locations
373,132 bounding box annotations in COCO… See the full description on the dataset page: https://huggingface.co/datasets/kalyan1729/sentineledgedataset.agent-trajectory-sentinel
AgentTrajectorySentinel — 3581 agent episodes across 33 corpora
Committed agent trajectories with step-level telemetry, used to fit and
evaluate one-class monitors for real-time failure detection.
Paper: https://arxiv.org/abs/2608.02464
Code and the full evaluation harness:
https://github.com/sunnydubey1111/agent-trajectory-sentinel
A recorded walkthrough of the method, ending with the live demo
detecting and repairing a real failure:
https://youtu.be/a05n_000klE?t=0… See the full description on the dataset page: https://huggingface.co/datasets/sunnydubey1111/agent-trajectory-sentinel.Sentinel_Agri_China
Sentinel Patch Imagery Dataset for China's Cropland
1. Dataset Description
Dataset Name: Sentinel Patch Imagery Dataset for China's Cropland
Version: V1.0
Authors: Mo Wang, Jing Wang, Yunpeng Cui, Juan Liu, Li Chen, Ting Wang, Jinming Wu, Huan Li
License: apache-2.0
Examples: chunk_41 (Example_S1_chunk_41.zip.001 and Example_S2_chunk_41.zip.001) serves as example datasets as this chunk is small.
1.1. Overview
This project is inspired by… See the full description on the dataset page: https://huggingface.co/datasets/zerria/Sentinel_Agri_China.sentinel-beetles
Dataset Card for Beetles as Sentinel Taxa: Predicting drought conditions from NEON specimen imagery
This dataset contains images of pinned carabid beetle specimens collected by the National Ecological Observatory Network (NEON) from ecological sites across the U.S., along with associated metadata and drought severity indices (Standardized Precipitation Evapotranspiration Index (SPEI)). It was developed to for the second HDR ML Challenge, and is intended to support the development of… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/sentinel-beetles.amfitrite-inland-waters-hab-sentinel2
Dataset Card for Amfitrite-Inland-Waters-HAB-Sentinel2
This dataset contains multispectral Sentinel-2 satellite imagery tiles focused on inland water bodies, classified by the severity of Harmful Algal Blooms (HABs).
It is designed to train Deep Learning models (like CNNs) for environmental monitoring.
Dataset Details
Dataset Description
Amfitrite-Inland-Waters-HAB-Sentinel2 is a specialized dataset designed for the detection and classification of… See the full description on the dataset page: https://huggingface.co/datasets/kostaspic/amfitrite-inland-waters-hab-sentinel2.alignment-seeds
Sentinel Alignment Seeds v2
Text is risk. Action is danger. Sentinel watches both.
Validated alignment seeds for LLMs and autonomous agents. Prompt-based safety that works without model modification.
What's New in v2
The THSP Protocol — A four-gate evaluation system:
Truth — No deception
Harm — No damage
Scope — Within boundaries
Purpose — Must serve legitimate benefit ← NEW
The PURPOSE gate catches actions that pass harm-avoidance but serve no one (e.g., "drop the… See the full description on the dataset page: https://huggingface.co/datasets/sentinelseed/alignment-seeds.