degradation
degradationsplant_image_degradation
Plant Disease Degradation 224
Dataset Summary
This dataset contains 224×224 plant disease images and their synthetically degraded variants for image-classification and robustness experiments. It is designed for transfer-learning workflows that require a fixed input size of 224×224 while still exposing models to realistic quality issues that occur in field capture.
The degraded images are generated from clean plant-leaf images using a field-oriented degradation… See the full description on the dataset page: https://huggingface.co/datasets/kunley2/plant_image_degradation.nasa-turbofan-degradationOriginal source:
https://data.nasa.gov/Aerospace/CMAPSS-Jet-Engine-Simulated-Data/ff5v-kuh6/about_data
Example analysis:
https://www.kaggle.com/code/carlkirstein/predictive-maintenance-nasa-turbofan-regression/notebook
Use the "cycle" column as the relative time index (operational cycle of the engine in the "engine" column).
[From "readme.txt" in the original source]
Experimental Scenario
Data sets consists of multiple multivariate time series. Each data set is further divided into… See the full description on the dataset page: https://huggingface.co/datasets/nominal-io/nasa-turbofan-degradation.pubmedqa-recursive-llm-degradation-qwen2.5-0.5b
PubMedQA Recursive LLM Degradation — Qwen2.5-3B
This repository contains synthetic biomedical question-answering data
and model predictions generated as part of a study of recursive
fine-tuning and model degradation.
Base Model
Qwen/Qwen2.5-3B
Source Dataset
The experiments use the PubMedQA dataset:
qiaoxin/PubMedQA
This repository contains generated/derived research artifacts and does
not redistribute the original PubMedQA dataset in its entirety.… See the full description on the dataset page: https://huggingface.co/datasets/chrislimbe/pubmedqa-recursive-llm-degradation-qwen2.5-0.5b.pubmedqa-recursive-llm-degradation-qwen2.5-3b
PubMedQA Recursive LLM Degradation — Qwen2.5-3B
This repository contains synthetic biomedical question-answering data
and model predictions generated as part of a study of recursive
fine-tuning and model degradation.
Base Model
Qwen/Qwen2.5-3B
Source Dataset
The experiments use the PubMedQA dataset:
qiaoxin/PubMedQA
This repository contains generated/derived research artifacts and does
not redistribute the original PubMedQA dataset in its entirety.… See the full description on the dataset page: https://huggingface.co/datasets/chrislimbe/pubmedqa-recursive-llm-degradation-qwen2.5-3b.RNA_degradation