awesome-semantic-segmentation vs detectron2

Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

www.influxdata.com

featured

SaaSHub - Software Alternatives and Reviews

SaaSHub helps you find the best software and product alternatives

www.saashub.com

featured

awesome-semantic-segmentation		detectron2
	Project
1	Mentions	49
10,337	Stars	28,783
-	Growth	1.4%
0.0	Activity	7.6
about 3 years ago	Latest Commit	7 days ago
	Language	Python
-	License	Apache License 2.0

The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

awesome-semantic-segmentation

Posts with mentions or reviews of awesome-semantic-segmentation. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-08-28.

Instance Segmentation
3 projects | /r/computervision | 28 Aug 2021

Here is an amazing compilation of code and papers on segmentation: https://github.com/mrgloom/awesome-semantic-segmentation

detectron2

Posts with mentions or reviews of detectron2. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-09.

Ask HN: How to train an image recognition AI
1 project | news.ycombinator.com | 5 Apr 2024

I don’t do AI professionally but as a hobby, so this may not be the best way. But the way you described, it seems the user maybe taking the picture a bit further away and there may be other objects in the frame. So you may want to look into some sort of segmentation or have bounding box. This could help the user make sure they are looking at documents for the correct machine.
I think something like detectron2 [1] could help. It is Apache2 license, so commercial friendly. That said the pre-trained weights may not be used for commercial purposes, so you’ll want to check on that.
[1] https://github.com/facebookresearch/detectron2
Instance segmentation of small objects in grainy drone imagery
8 projects | /r/computervision | 9 Dec 2023

And not enough true positives either. Add more augmentations in the config. Also make sure the config is set correctly, so that Detectron2 isn't skipping background images: https://github.com/facebookresearch/detectron2/issues/80
Openpose alternatives (humanSD & Densepose)
1 project | /r/StableDiffusion | 22 Nov 2023
Probelms with importing tensormask from detectron2.projects
1 project | /r/computervision | 12 Jul 2023

I followed the setup of https://github.com/facebookresearch/detectron2/tree/main/projects/TensorMask. But still I can not import it. As I can with from detectron2.projects import point_rend easily from PointRend projects
Problems with Lazy Config detectron2 (MViTv2)
1 project | /r/deeplearning | 11 Jul 2023

I have to use this config file with the dataloader which is in https://github.com/facebookresearch/detectron2/blob/main/projects/MViTv2/configs/common/coco_loader.py. I figured that i can use cfg.dataloader.train.dataset.names = "my_dataset_train" for this.
"[D]" Problems with Lazy Config detectron2 (MViTv2)
1 project | /r/MachineLearning | 11 Jul 2023

I want to use this config file https://github.com/facebookresearch/detectron2/blob/main/projects/MViTv2/configs/mask_rcnn_mvitv2_t_3x.py like the beneath typical way I use a yaml config file. But giving so many errors one after another that, I even failed to count at this point.
AI Real Time (lgd for cn)
5 projects | /r/StableDiffusion | 7 Jul 2023

Which is built on https://github.com/facebookresearch/detectron2
List of AI-Models
14 projects | /r/GPT_do_dah | 16 May 2023

Click to Learn more...
good computer vision or deep learning projects in github
9 projects | /r/deeplearning | 22 Apr 2023

Detectron2 (GitHub: https://github.com/facebookresearch/detectron2) is a Facebook AI Research library with state-of-the-art object detection and segmentation algorithms in PyTorch.
Object Detection using PyTorch: Would you recommend a Framework (Detectron2, MMDetection, ...) or a project from scratch ?
2 projects | /r/computervision | 14 Apr 2023

What are some alternatives?

When comparing awesome-semantic-segmentation and detectron2 you can also consider the following projects:

U-2-Net - The code for our newly accepted paper in Pattern Recognition 2020: "U^2-Net: Going Deeper with Nested U-Structure for Salient Object Detection."

mmdetection - OpenMMLab Detection Toolbox and Benchmark

semantic-kitti-api - SemanticKITTI API for visualizing dataset, processing data, and evaluating results.

yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite

ai-topics - Hot topics on AI

openpose - OpenPose: Real-time multi-person keypoint detection library for body, face, hands, and foot estimation

pycm - Multi-class confusion matrix library in Python

Tools-to-Design-or-Visualize-Architecture-of-Neural-Network - Tools to Design or Visualize Architecture of Neural Network

pytorch-lightning - Build high-performance AI models with PyTorch Lightning (organized PyTorch). Deploy models with Lightning Apps (organized Python to build end-to-end ML systems). [Moved to: https://github.com/Lightning-AI/lightning]

LLM-eval-survey - The official GitHub page for the survey paper "A Survey on Evaluation of Large Language Models".

rembg - Rembg is a tool to remove images background