Ross ROSS = Recommend OSS · open-source software intelligence for agents

V2AI/Det3D

World's first general purpose 3D object detection codebse. observed · 2026-08-28

github.com/V2AI/Det3D · homepage · Python · Apache-2.0 (permissive) observed · 2026-08-28

Health v2 · maintenance only

32/100

  • Activity 0
  • Release rhythm 35
  • Longevity 100

Flags: no_releases

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2571
  • days_rel: n/a
  • days_push: 988
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1560 stars · 291 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Det3D is a PyTorch-based toolbox for 3D object detection from point clouds, offering implementations of models like PointPillars, SECOND, and VoxelNet. It supports major autonomous driving benchmarks including KITTI, nuScenes, and Lyft with pretrained model checkpoints.

Use cases

  • train 3d object detection models on nuscenes
  • run pointpillars on kitti point clouds
  • detect cars in lidar point clouds
  • reproduce cbgs nuScenes benchmark results
  • fine-tune a voxel-based 3d detector on my own dataset
  • compare point-based and voxel-based 3d detection models
  • distributed training of 3d detection networks

When to choose

  • you need off-the-shelf implementations of SECOND, PointPillars, or VoxelNet
  • you work with KITTI, nuScenes, or Lyft point cloud datasets
  • you want pretrained checkpoints and benchmark baselines for 3D detection research

When to avoid

  • you need recent models or active maintenance - the project has seen limited updates
  • you need Waymo dataset support, which is still a TODO
  • you want 2D image detection or camera-only perception

Facets

library · maturity maintenance

machine-learning deep-learning computer-vision image-processing autonomous-vehicles computer-vision deep-learning machine-learning python 3d-object-detection point-cloud lidar nuscenes kitti pytorch model-zoo autonomous-driving linux gpu

6 sources

Member repositories

RepositoryRoleHealth v2
V2AI/Det3Dmain32

For agents

markdown · JSON · MCP: product_card(name="V2AI/Det3D")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem