Beyond Off-the-Shelf Models: A Lightweight and Accessible Machine Learning Pipeline for Ecologists Working with Image Data
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Chemery, Clare, Edelhoff, Hendrik, Bothmann, Ludwig |
|---|---|
| Format: | Preprint |
| Publié: |
2026
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Beyond ImageNet: Understanding Cross-Dataset Robustness of Lightweight Vision Models
par: Zhang, Weidong, et autres
Publié: (2025)
par: Zhang, Weidong, et autres
Publié: (2025)
Page Classification for Print Imaging Pipeline
par: Xu, Shaoyuan, et autres
Publié: (2025)
par: Xu, Shaoyuan, et autres
Publié: (2025)
HQColon: A Hybrid Interactive Machine Learning Pipeline for High Quality Colon Labeling and Segmentation
par: Finocchiaro, Martina, et autres
Publié: (2025)
par: Finocchiaro, Martina, et autres
Publié: (2025)
A Lightweight Large Vision-language Model for Multimodal Medical Images
par: Alsinglawi, Belal, et autres
Publié: (2025)
par: Alsinglawi, Belal, et autres
Publié: (2025)
Beyond Words: AuralLLM and SignMST-C for Sign Language Production and Bidirectional Accessibility
par: Li, Yulong, et autres
Publié: (2025)
par: Li, Yulong, et autres
Publié: (2025)
Optimizing Stroke Risk Prediction: A Machine Learning Pipeline Combining ROS-Balanced Ensembles and XAI
par: Akib, A S M Ahsanul Sarkar, et autres
Publié: (2025)
par: Akib, A S M Ahsanul Sarkar, et autres
Publié: (2025)
A Lightweight Medical Image Classification Framework via Self-Supervised Contrastive Learning and Quantum-Enhanced Feature Modeling
par: Xia, Jingsong, et autres
Publié: (2026)
par: Xia, Jingsong, et autres
Publié: (2026)
A Lightweight Brain-Inspired Machine Learning Framework for Coronary Angiography: Hybrid Neural Representation and Robust Learning Strategies
par: Xia, Jingsong, et autres
Publié: (2026)
par: Xia, Jingsong, et autres
Publié: (2026)
EvalBlocks: A Modular Pipeline for Rapidly Evaluating Foundation Models in Medical Imaging
par: Tagscherer, Jan, et autres
Publié: (2026)
par: Tagscherer, Jan, et autres
Publié: (2026)
Machine Unlearning for Image-to-Image Generative Models
par: Li, Guihong, et autres
Publié: (2024)
par: Li, Guihong, et autres
Publié: (2024)
Lightweight Model for Poultry Disease Detection from Fecal Images Using Multi-Color Space Feature Optimization and Machine Learning
par: Islam, A. K. M. Shoriful, et autres
Publié: (2025)
par: Islam, A. K. M. Shoriful, et autres
Publié: (2025)
Receler: Reliable Concept Erasing of Text-to-Image Diffusion Models via Lightweight Erasers
par: Huang, Chi-Pin, et autres
Publié: (2023)
par: Huang, Chi-Pin, et autres
Publié: (2023)
JANUS: A Lightweight Framework for Jailbreaking Text-to-Image Models via Distribution Optimization
par: Zheng, Haolun, et autres
Publié: (2026)
par: Zheng, Haolun, et autres
Publié: (2026)
LightMedSeg: Lightweight 3D Medical Image Segmentation with Learned Spatial Anchors
par: Tyagi, Kavyansh, et autres
Publié: (2026)
par: Tyagi, Kavyansh, et autres
Publié: (2026)
Alt-Text with Context: Improving Accessibility for Images on Twitter
par: Srivatsan, Nikita, et autres
Publié: (2023)
par: Srivatsan, Nikita, et autres
Publié: (2023)
S-E Pipeline: A Vision Transformer (ViT) based Resilient Classification Pipeline for Medical Imaging Against Adversarial Attacks
par: S, Neha A, et autres
Publié: (2024)
par: S, Neha A, et autres
Publié: (2024)
Towards Understanding the Working Mechanism of Text-to-Image Diffusion Model
par: Yi, Mingyang, et autres
Publié: (2024)
par: Yi, Mingyang, et autres
Publié: (2024)
An End-to-End Depth-Based Pipeline for Selfie Image Rectification
par: Alhawwary, Ahmed, et autres
Publié: (2024)
par: Alhawwary, Ahmed, et autres
Publié: (2024)
VAGUEGAN: Stealthy Poisoning and Backdoor Attacks on Image Generative Pipelines
par: Faisal, Mostafa Mohaimen Akand, et autres
Publié: (2025)
par: Faisal, Mostafa Mohaimen Akand, et autres
Publié: (2025)
An Image Dataset of Common Skin Diseases of Bangladesh and Benchmarking Performance with Machine Learning Models
par: Hossain, Sazzad, et autres
Publié: (2026)
par: Hossain, Sazzad, et autres
Publié: (2026)
Studying Various Activation Functions and Non-IID Data for Machine Learning Model Robustness
par: Dang, Long, et autres
Publié: (2025)
par: Dang, Long, et autres
Publié: (2025)
Adversarial Machine Learning: Attacking and Safeguarding Image Datasets
par: Chowdhury, Koushik
Publié: (2025)
par: Chowdhury, Koushik
Publié: (2025)
Pitfalls of Conformal Predictions for Medical Image Classification
par: Mehrtens, Hendrik, et autres
Publié: (2025)
par: Mehrtens, Hendrik, et autres
Publié: (2025)
Towards Accessible Learning: Deep Learning-Based Potential Dysgraphia Detection and OCR for Potentially Dysgraphic Handwriting
par: D, Vydeki, et autres
Publié: (2024)
par: D, Vydeki, et autres
Publié: (2024)
Honey Adulteration Detection using Hyperspectral Imaging and Machine Learning
par: Al-Awadhi, Mokhtar A., et autres
Publié: (2025)
par: Al-Awadhi, Mokhtar A., et autres
Publié: (2025)
LIFT+: Lightweight Fine-Tuning for Long-Tail Learning
par: Shi, Jiang-Xin, et autres
Publié: (2025)
par: Shi, Jiang-Xin, et autres
Publié: (2025)
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations
par: Przewięźlikowski, Marcin, et autres
Publié: (2024)
par: Przewięźlikowski, Marcin, et autres
Publié: (2024)
Focus Your Attention: Towards Data-Intuitive Lightweight Vision Transformers
par: Gaurav, Suyash, et autres
Publié: (2025)
par: Gaurav, Suyash, et autres
Publié: (2025)
All in One: A Unified Synthetic Data Pipeline for Multimodal Video Understanding
par: Rahman, Tanzila, et autres
Publié: (2026)
par: Rahman, Tanzila, et autres
Publié: (2026)
Pre-training of Lightweight Vision Transformers on Small Datasets with Minimally Scaled Images
par: Tan, Jen Hong
Publié: (2024)
par: Tan, Jen Hong
Publié: (2024)
Visual Car Brand Classification by Implementing a Synthetic Image Dataset Creation Pipeline
par: Lippemeier, Jan, et autres
Publié: (2024)
par: Lippemeier, Jan, et autres
Publié: (2024)
Machine Learning Techniques for MRI Data Processing at Expanding Scale
par: Langner, Taro
Publié: (2024)
par: Langner, Taro
Publié: (2024)
Multimodal Machine Learning in Image-Based and Clinical Biomedicine: Survey and Prospects
par: Warner, Elisa, et autres
Publié: (2023)
par: Warner, Elisa, et autres
Publié: (2023)
Beyond Accuracy: What Matters in Designing Well-Behaved Image Classification Models?
par: Hesse, Robin, et autres
Publié: (2025)
par: Hesse, Robin, et autres
Publié: (2025)
Lightweight Deep Learning for Resource-Constrained Environments: A Survey
par: Liu, Hou-I, et autres
Publié: (2024)
par: Liu, Hou-I, et autres
Publié: (2024)
Learning Under Extreme Data Scarcity: Subject-Level Evaluation of Lightweight CNNs for fMRI-Based Prodromal Parkinsons Detection
par: Rahman, Naimur
Publié: (2026)
par: Rahman, Naimur
Publié: (2026)
Data Attribution for Text-to-Image Models by Unlearning Synthesized Images
par: Wang, Sheng-Yu, et autres
Publié: (2024)
par: Wang, Sheng-Yu, et autres
Publié: (2024)
Lightweight Cloud Masking Models for On-Board Inference in Hyperspectral Imaging
par: Ali, Mazen, et autres
Publié: (2025)
par: Ali, Mazen, et autres
Publié: (2025)
Machine Learning Detection of Road Surface Conditions: A Generalizable Model using Traffic Cameras and Weather Data
par: Sutter, Carly, et autres
Publié: (2025)
par: Sutter, Carly, et autres
Publié: (2025)
PICS: Pipeline for Image Captioning and Search
par: Rosario, Grant, et autres
Publié: (2024)
par: Rosario, Grant, et autres
Publié: (2024)
Documents similaires
-
Beyond ImageNet: Understanding Cross-Dataset Robustness of Lightweight Vision Models
par: Zhang, Weidong, et autres
Publié: (2025) -
Page Classification for Print Imaging Pipeline
par: Xu, Shaoyuan, et autres
Publié: (2025) -
HQColon: A Hybrid Interactive Machine Learning Pipeline for High Quality Colon Labeling and Segmentation
par: Finocchiaro, Martina, et autres
Publié: (2025) -
A Lightweight Large Vision-language Model for Multimodal Medical Images
par: Alsinglawi, Belal, et autres
Publié: (2025) -
Beyond Words: AuralLLM and SignMST-C for Sign Language Production and Bidirectional Accessibility
par: Li, Yulong, et autres
Publié: (2025)