geomesa-nifi vs table-transformer

geomesa-nifi

Nifi Processors for ingesting and converting geo data using GeoMesa and GeoTools (by geomesa)

Table Transformer (TATR) is a deep learning model for extracting tables from unstructured documents (PDFs and images). This is also the official repository for the PubTables-1M dataset and GriTS evaluation metric. (by microsoft)

table-detection table-extraction table-structure-recognition table-functional-analysis

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geomesa-nifi		table-transformer
	Project
1	Mentions	9
31	Stars	1,852
-	Growth	7.5%
7.8	Activity	6.1
9 days ago	Latest Commit	4 months ago
Scala	Language	Python
Apache License 2.0	License	MIT License

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.

geomesa-nifi

Posts with mentions or reviews of geomesa-nifi. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-11.

FLaNK Stack Weekly 11 Dec 2023
31 projects | dev.to | 11 Dec 2023

table-transformer

Posts with mentions or reviews of table-transformer. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-12-11.

Data extraction from pdf
1 project | /r/LocalLLaMA | 11 Dec 2023

Saw this last time but never played with it https://github.com/microsoft/table-transformer
FLaNK Stack Weekly 11 Dec 2023
31 projects | dev.to | 11 Dec 2023
[P] OCR + Table Extraction Advice
1 project | /r/MachineLearning | 28 Jun 2023

Have you tried the SOTA on Table Detection and Extraction with out of the box model weights?
How do you parse tables in PDF with langchain? Especially, the context which is few lines above and below the table.
4 projects | /r/LangChain | 23 Jun 2023

https://huggingface.co/blog/document-ai https://github.com/microsoft/table-transformer https://github.com/google-research/pix2struct https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.6/ppstructure/table/README.md
[D] Unimpressive improvement in training speed after upgrading from GTX 980 Ti to RTX 4090
2 projects | /r/MachineLearning | 7 Jun 2023

GPU is at 100% although a bit spiky (dropping occasionally to 50%), I expect that to be normal? I use the same configuration as the authors, num_workers is set to 1 https://github.com/microsoft/table-transformer/blob/main/src/structure_config.json . Data is on a separate SSD, C-drive is a NVMe SSD
Microsoft TableTransformer
1 project | /r/hypeurls | 26 Apr 2023

1 project | news.ycombinator.com | 26 Apr 2023
DeepDoctection
4 projects | news.ycombinator.com | 26 Apr 2023

What are some alternatives?

When comparing geomesa-nifi and table-transformer you can also consider the following projects:

pix2struct

CascadeTabNet - This repository contains the code and implementation details of the CascadeTabNet paper "CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents"

PaddleOCR - Awesome multilingual OCR toolkits based on PaddlePaddle (practical ultra lightweight OCR system, support 80+ languages recognition, provide data annotation and synthesis tools, support training and deployment among server, mobile, embedded and IoT devices)

FLaNK-Ice - Apache Iceberg - Cloud Data Lakehouse

llama - Inference code for Llama models

camelot - Camelot: PDF Table Extraction for Humans

doctr - docTR (Document Text Recognition) - a seamless, high-performing & accessible library for OCR-related tasks powered by Deep Learning.

KaNiaFi - Processor and Service Implementation to manage Kanashi request response results using Apache NiFi or Niagara Files

furnace - a multi-system chiptune tracker compatible with DefleMask modules

trippy - A network diagnostic tool

Amphion - Amphion (/æmˈfaɪən/) is a toolkit for Audio, Music, and Speech Generation. Its purpose is to support reproducible research and help junior researchers and engineers get started in the field of audio, music, and speech generation research and development.

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