tidytlg
A tables-listings-graphs package that reached CRAN and then went quiet.
Comparison · Analytics
rlistings vs torchvision
A side-by-side editorial comparison of rlistings and torchvision — release velocity, themes, recent moves, and the top alternatives to consider.
rlistings vs torchvision: at a glance
What is rlistings?
Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.
rlistings renders clinical-trial subject listings and paginates them for regulatory output, sitting alongside rtables on the shared formatters engine. The releases in this window are dominated by pagination correctness: repeated key columns across pages, splitting by a variable, ordered-factor handling, column gaps, and font metrics. Development is a large rotating contributor set inside the insightsengineering organisation.
What is torchvision?
R's torchvision is porting PyTorch's vision stack one task at a time — instance segmentation just landed.
torchvision for R has moved past being a thin tensor-transform helper into a task-complete vision library. The last three releases added dataset loaders by the dozen, then face detection and recognition, and now Mask R-CNN for instance segmentation. The 0.9.0 release also splits the COCO detection loader from a new segmentation loader, cutting memory use roughly in half for detection-only work.
rlistings vs torchvision: editorial side-by-side
rlistings
0.0ANALYTICS
Clinical listings that keep inheriting their hardest problem — pagination — from the layer below.
◆ Current state
rlistings renders clinical-trial subject listings and paginates them for regulatory output, sitting alongside rtables on the shared formatters engine. The releases in this window are dominated by pagination correctness: repeated key columns across pages, splitting by a variable, ordered-factor handling, column gaps, and font metrics. Development is a large rotating contributor set inside the insightsengineering organisation.
◆ Where it's heading
The package is progressively delegating pagination to formatters rather than implementing it — paginate_listing() was refactored to call formatters' paginate_to_mpfs() directly, and truetype font support arrived through a new formatters API. That reduces duplicated logic but ties the package's page-break behaviour to a dependency it shares with rtables. Feature work beyond pagination is thin: better error messages for unsupported column classes, a cheatsheet.
◆ Prediction
Expect pagination fidelity to remain the focus, with changes arriving as formatters exposes more of its layout machinery rather than as rlistings-native features.
torchvision
0.0ANALYTICS
R's torchvision is porting PyTorch's vision stack one task at a time — instance segmentation just landed.
◆ Current state
torchvision for R has moved past being a thin tensor-transform helper into a task-complete vision library. The last three releases added dataset loaders by the dozen, then face detection and recognition, and now Mask R-CNN for instance segmentation. The 0.9.0 release also splits the COCO detection loader from a new segmentation loader, cutting memory use roughly in half for detection-only work.
◆ Where it's heading
The pattern is a deliberate walk through PyTorch's torchvision feature matrix: datasets first, then model architectures, then the visualization and transform utilities that make each task usable end to end. Each release breaks a little API to align R naming with upstream PyTorch conventions — `$categories` became `$classes`, `coco_classes()` now matches the 90-class sparse PyTorch layout. Community contributors are doing most of the volume, with maintainers arbitrating the API shape.
◆ Prediction
Expect the next release to fill in the remaining segmentation and detection model families and continue aligning class and label handling with upstream PyTorch, given that every release so far has paired new models with a matching dataset loader.
Alternatives to rlistings and torchvision
Other Analytics products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either rlistings or torchvision.
Tplyr
Tplyr made clinical summary tables explain where every number came from.
hoardr
A cache-directory helper that has shipped nothing but CRAN-triggered patches for seven years.
gigs
gigs redesigned its whole conversion API for rOpenSci, then spent three releases getting the docs to build.
riem
A weather-data client that keeps rewriting its HTTP layer while slowly tightening its API.
datasetjson
datasetjson rebuilt its object model to track the CDISC Dataset-JSON 1.1 schema.
See all rlistings alternatives → · See all torchvision alternatives →
Recent activity from rlistings and torchvision
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3mo agotorchvisionMask R-CNN brings instance segmentation to R torchvision ⚡
- 9mo agotorchvisionFace detection models and 35 RoboFlow datasets land
- 1y agotorchvisionFashion-MNIST, COCO, and a dozen more dataset loaders
- 1y agorlistingsError and message handling for difftime and zero-row listings
- 1y agorlistingsTrueType font support and col_gap in pagination
- 2y agorlistingssplit_into_pages_by_var() and pagination moved onto formatters
Frequently asked questions
What is the difference between rlistings and torchvision?
They serve adjacent needs but don't currently overlap on shipped themes. rlistings and torchvision are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is rlistings better than torchvision?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. rlistings and torchvision are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Analytics products to evaluate alongside.
What are the best alternatives to rlistings?
Top rlistings alternatives in Analytics are ranked by recent ship velocity. Browse the "rlistings alternatives" section above for the current picks, or visit /alternatives/rlistings for the full list with editorial commentary on each.
What are the best alternatives to torchvision?
Top torchvision alternatives in Analytics are ranked by recent ship velocity. Browse the "torchvision alternatives" section above for the current picks, or visit /alternatives/torchvision for the full list with editorial commentary on each.