BORIS vs Roboflow

BORIS is free and open-source software for coding video and audio and recording live observations. Media tools include frame-by-frame navigation, playback speeds from 0.1× to 100×, and synchronized playback of up to eight files. Users can define unlimited behaviors, subjects, modifiers, and independent variables, with behaviors recorded as state or point events. Analysis options include Cohen’s Kappa inter-rater reliability, transition matrices, flow diagrams, time-budget analysis, and graphical views of coded data. Coded events can be exported in formats including TSV, CSV, HTML, ODS, XLSX, SQL, Pandas and R dataframes, SDIS, Praat TextGrid, and JWatcher formats. BORIS also imports JWatcher Global Definition Files and Noldus The Observer XT templates. Live event logging is available in the desktop program and Android app. The Android app is version 0.13 and marked beta for testing only. Data is stored in JSON; download files are GPG-signed, with a public key available for integrity checks. The project warns that backward compatibility of project files is not guaranteed and recommends regular backups.

Roboflow provides tools for building, deploying, and monitoring computer vision applications, from dataset preparation through model inference. Its dataset features include image annotation, video frame extraction, preprocessing, and augmentation; annotation types include boxes, polygons, segmentation masks, classification labels, and keypoints. Exports include JSON, XML, CSV, TXT, and more than 30 additional formats. A hosted inference API runs models on autoscaling infrastructure with load balancing and burst support. Deployment options include roboflow.js, NVIDIA Jetson, Luxonis OAK, iOS, self-hosting, VPC, and on-premise environments. The Free Tier costs nothing and includes 10 credits monthly, stated as enough for about 30 model trainings or 80,000 inferences. Core costs $39 a month, billed monthly, with 20 credits and a private workspace and models. The pricing comparison lists one model training at a time by default and 20 projects for Core. Roboflow states it encrypts data in transit and at rest and is SOC 2 Type 2 compliant; enterprise pricing is custom.