Instead of LightlyStudio
LightlyStudio alternatives
LightlyStudio brings computer-vision dataset work into a single app, covering curation, annotation, quality assurance, evaluation, and dataset management. It computes embeddings, supports similarity search, deduplication, outlier detection, and class balancing, and handles image and video labeling with model-assisted plugins. Its evaluation tools include confusion matrices and per-sample metrics. A Python API can index, query, slice, annotate, tag, and sample datasets, while storage connections include Amazon S3, Google Cloud Storage, and Azure Blob Storage. The open-source version is free, and local use spans Windows, Linux, and macOS, alongside web, API, and self-hosted options.
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Doccano
Free plan APILinuxMac+3Open-source text labeling with REST automation — Doccano focuses on text classification, sequence labeling, and sequence-to-sequence annotation rather than LightlyStudio's computer-vision curation and evaluation.
Open source Visit site - 2
Label Studio
Free plan Open source APILinuxMac+3Multi-type labeling with APIs and Python SDK — Label Studio covers text, images, audio, video, time series, and multimodal data, extending beyond LightlyStudio's stated workflows.
Free plan Visit site - 3
MakeSense.ai
Free plan Open source LinuxMacSelf-hosted+2Browser-based computer-vision photo labeling — makeSense.ai is a browser tool for manual photo annotation with YOLO, SSD, and PoseNet integrations, without LightlyStudio's dataset curation suite.
Free plan Visit site - 4
Potato
Free plan APILinuxMac+3Offline multimodal annotation and agent evaluation — Potato supports 61 annotation types, AI assistance, crowdsourcing, and multi-agent evaluation, areas LightlyStudio does not describe.
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VGG Image Annotator
Free plan Open source LinuxMacSelf-hosted+2Lightweight offline manual media annotation — VIA runs as install-free offline HTML tools for manual image, audio, and video annotation, without LightlyStudio's automated curation.
Free plan Visit site - 6
Argilla
Free plan APILinuxSelf-hosted+1Human feedback for NLP and LLM datasets — Argilla centers on collaborative feedback, semantic search, and preference workflows for NLP, LLM, and multimodal projects.
Free plan Visit site - 7
Roboflow
Free plan AndroidAPIiPhone+4End-to-end computer-vision deployment — Roboflow adds hosted inference, preprocessing, augmentation, monitoring, and many edge deployments beyond LightlyStudio's curation and evaluation.
Free plan · paid from $79/mo (annual) · 14-day trial Visit site - 8
Active Learning Toolbox
Free plan LinuxMacWindows - 9
Baal
Free plan LinuxMacWindows - 10
Cardinal
Free plan LinuxMacWindows - 11
Label Sleuth
Free plan LinuxMacWeb+1 - 12
ALEF
Free plan Linux - 13
libact
Free plan LinuxMacWindows - 14
modAL
Free plan LinuxMacWindows - 15
Prodigy
Free trial APILinuxMac+35.9 Visit site - 16
Dataloop
Paid APILinuxMac+2 - 17
Encord
Paid APISelf-hostedWeb - 18
Orobix Active Learning
Free plan - 19
small-text
Free plan - 20
ActiveTigger
Paid Web - 21
ALToolbox
Paid
Readers may still want a narrower labeling tool, broader data-type coverage, or workflows centered on offline use, agent evaluation, or deployed computer-vision applications. Compare annotation types, import and export formats, integrations, platform and deployment needs, and whether you need curation and model evaluation beyond labeling. LightlyStudio's Open Source plan has no customer support or team collaboration; hosted and on-premise plans have no listed prices. Roboflow, by contrast, lists paid plans from $79/mo (annual).
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