#VisionModels
A few themes from #RSNA24 scientific sessions and exhibit hall:

➡️ How do we benchmark #LLM performance?

➡️ How do we differentiate between a growing cohort of #visionmodels for similar use cases?

➡️ Can we converge on the latest standards for seamless clinical integration?

@rsnasky.bsky.social
December 4, 2024 at 5:14 PM
PS: 📅 #HELPLINE. Want to discuss your article? Need help structuring your story? Make a date with the editors of Low Code for Data Science via Calendly → calendly.com/low-code-blo...

#datascience #llms #visionmodels #imageediting #workflows #KNIME #lowcode #nocode #opensource #visualprogramming
August 29, 2025 at 8:14 AM
Next-Embedding Prediction Makes Strong Vision Learners
Joyce Chai, Saining Xie et al.
Paper
Details
#SelfSupervisedLearning #VisionModels #DeepLearning
December 19, 2025 at 9:02 AM
Apple's FastVLM breakthrough boosts vision-language model speed and accuracy by efficiently handling high-resolution images while reducing latency. Exciting progress in AI vision tech! 🚀🤖 #AI #MachineLearning #VisionModels #TechInnovation https://rpst.cc/Tm6Qb3
July 30, 2025 at 11:17 AM
A study shows that pruning a large vision model on a single downstream task preserves its zero‑shot ability on other unseen tasks, and fine‑tuning improves performance. https://getnews.me/pruning-pre-trained-vision-models-preserves-zero-shot-ability/ #visionmodels #zeroshot #pruning
September 30, 2025 at 5:19 PM
✍️ New blog post by michal salanci

Where exactly is the card in this photo? Image segmentation model inside a maxed-out lambda container

#aws #machinelearning #lambda #visionmodels
Where exactly is the card in this photo? Image segmentation model inside a maxed-out lambda container
A crooked phone photo goes in, a clean straight card image comes out - no GPU, and nothing running...
dev.to
August 11, 2026 at 12:04 AM
✍️ New blog post by michal salanci

Is this even a valid card? Zero-shot image classification model in a lambda container

#aws #machinelearning #lambda #visionmodels
Is this even a valid card? Zero-shot image classification model in a lambda container
No training, no training data and no GPU. This classifier's whole brain is a list of English...
dev.to
August 10, 2026 at 10:04 PM
The study examined CLIP and OpenCLIP models and found surgeons most associated with Indian male faces, while speech therapists linked to white female faces. https://getnews.me/ai-vision-models-show-gender-and-ethnicity-bias-in-healthcare-jobs/ #aibias #healthcare #visionmodels
October 9, 2025 at 10:51 PM
Fine‑tuning vision models, even those pretrained on LAION‑2B, can sharply cut out‑of‑distribution robustness; the ImageNet‑RIB benchmark quantifies this drop. https://getnews.me/large-pretraining-datasets-may-reduce-robustness-after-fine-tuning/ #visionmodels #robustness #laion2b
September 29, 2025 at 7:28 PM
Seven SSL models were tested on ImageNet; they outperformed a supervised baseline under adversarial attacks in linear‑eval, but fine‑tuning narrows it. Read more: https://getnews.me/adversarial-robustness-of-discriminative-self-supervised-vision-models/ #selfsupervised #adversarial #visionmodels
September 27, 2025 at 1:09 AM
LoRA fine‑tuning lifted a vision model’s balanced accuracy to 88.37% for atypical mitotic figure detection in the MIDOG 2025 challenge using Virchow with rank‑8. https://getnews.me/parameter-efficient-fine-tuning-boosts-vision-models-for-atypical-mitotic-figure-detection/ #lora #visionmodels
September 24, 2025 at 3:19 PM
A study found response‑optimized models best early/mid‑level, while LLM embeddings and task‑optimized models excel higher areas; a new readout boosted accuracy 3%‑23% #visionmodels #languagemodels https://getnews.me/ai-vision-and-language-models-compared-for-human-visual-cortex-mapping/
September 22, 2025 at 8:16 PM
RAD‑Conv adds four boundary offsets per kernel element to form rectangular sampling regions, improving receptive‑field control; paper submitted on 18 Sep 2025. Read more: https://getnews.me/region-aware-deformable-convolution-improves-vision-model-flexibility/ #radconv #deformableconv #visionmodels
September 22, 2025 at 7:03 AM
@ylecun #ai #visionmodels #ml $Meta Segment Anything Model v2 (SAM 2) is out.
Can segment images and videos.
Open source under Apache-2 license.
Web demo, paper, and datasets available.
Amazing performance.

x.com/ylecun/statu...
x.com
x.com
July 30, 2024 at 6:46 AM
Learn how to build a low-cost WhatsApp bot that analyzes images using AI vision models like Llama and GPT-4V, with Python and MongoDB.
#visionmodels
How I Built an AI-Powered WhatsApp Bot That Analyzes Images Using Python and Vision Models
hackernoon.com
February 5, 2026 at 3:37 AM