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Category:All HeadlinesWorld & GeopoliticsMarkets & EconomyTech & AIPoliticsSearch results for: "Multi-Label Few-Shot Imag" (30 stories)

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Adaptive Gating and Focal Debiasing for robust few-shot retinal disease classification
Lead StoryFrontiersgeneral
Apr 28

Adaptive Gating and Focal Debiasing for robust few-shot retinal disease classification

<a href="https://news.google.com/rss/articles/CBMiogFBVV95cUxQWmxfdmhOMlJPWHNNYUxwM193ZUMzOWwwZDcyajJndnBNX2hmczZYbUhzYVBjaGYwanVSdkYybTljSTU3ZXpuaU1DU1VnWFRSZVM0c204c1lVdjBITXBXOVlINEYtYS1RVTJCdDlTNThpMVZjZV80Zi1XWUdTUmlXOWpybUY5NXd2YkRDbDVUMnhwZ29uRDVkWTBWcVVlRGtwX0E?oc=5" target="_blank">Adaptive Gating and Focal Debiasing for robust few-shot retinal disease classification</a>  <font color="#6f6f6f">Frontiers</font>

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Search Results for "Multi-Label Few-Shot Imag"

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29 stories displayed
Learning like a radiologist: a medical vision-language model for radiological image analysis via curriculum learning
Naturegeneral

Learning like a radiologist: a medical vision-language model for radiological image analysis via curriculum learning

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBXOV9WQTN6SU5ERDh6a2pZaldiVzN6R2ZQUmpXV0RVd0tnbVdZQVo2QTg1VW9WWjc0N09iRGxwUDNZdzctZ2hKMTNXVHVRd1pxT1VpWmdWaUlNT2FTZkRF?oc=5" target="_blank">Learning like a radiologist: a medical vision-language model for radiological image analysis via curriculum learning</a>  <font color="#6f6f6f">Nature</font>

Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning
The Association for the Advancement of Artificial Intelligencetech

Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFAwaEJfMm1NNjNlWkNvaHlielE0N3VwbW1sVEVMaDBJcGpfei1YLXE5ZTlLTVdWd3hLQ0dkYUl2SzhtZUZXdUlCMHREQUF3Szg2R1laNDdGWFFNcjdnaGozQVMyTVU?oc=5" target="_blank">Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention
The Association for the Advancement of Artificial Intelligencegeneral

Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention

<a href="https://news.google.com/rss/articles/CBMiZEFVX3lxTFBBdll6Zjd1a016Nmhac3U1c0pFVzlLd04tSzRZUmhWWFVKOVkxNnNyM3pkOHU0c1owT2xCcWE2blJ4bEFuclBJQWhXWmdnaXpQQWl0ZGRxRFpRdFB2ZmtuNFNIaTU?oc=5" target="_blank">Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Asymmetric Loss For Multi-Label Classification
alphaXivgeneral

Asymmetric Loss For Multi-Label Classification

<a href="https://news.google.com/rss/articles/CBMiUEFVX3lxTFAyWjluMEJlRHIwU0cwa0VxeEx0NnhDR2p1QVFkbWJ0eEhVcVdJTS1zWC1PbkZyY1Z2U09qNmRxWHVpUllsSDQ0MDgyTVQxUVJo?oc=5" target="_blank">Asymmetric Loss For Multi-Label Classification</a>  <font color="#6f6f6f">alphaXiv</font>

Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping
Natureworld

Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBWM21YVWFuYktIcndpOGVUX2tFNkpMX01pQnd2RktJV0QyY3RVbGJxcHJkeHcxV0ZBTjY2ZmRhc1ByLTZPd3l6RHd2eGxNTmtOMUVldTBfQk5CNS1GblJJ?oc=5" target="_blank">Boosting pathology foundation models via few-shot prompt-tuning for rare cancer subtyping</a>  <font color="#6f6f6f">Nature</font>

Exploring internal representations of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects
Frontiersgeneral

Exploring internal representations of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects

<a href="https://news.google.com/rss/articles/CBMipwFBVV95cUxPRGRENFk1NmROd3ZMdm1BdHViX1h1b3RqM05RRFNucWM3aS05b3ZUTmdTMGRqRF9RX1Jmd0VUQ1VCcW85VWw0NzMwa09pSldsYnlTXzRORTQzRzBrZ2VvdVhzTGJtNE9kM3Q5NVQwZlZsSHhuM2hTT0xKWGdKWTlwX0ZmSmxQVjRSUGcwSmNfMXNCNk1oU2UzRndRdnFGYnBCTHEzd3djZw?oc=5" target="_blank">Exploring internal representations of self-supervised networks: few-shot learning abilities and comparison with human semantics and recognition of objects</a>  <font color="#6f6f6f">Frontiers</font>

Multi-stage fusion of local and global features for few-shot image classification
Naturegeneral

Multi-stage fusion of local and global features for few-shot image classification

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9LVERuV2lfOEN0cUVMWkZGM1I5cFZQczJVRXlvd2w0a2lwMjVyMURFQ3B4Q1Q0eGpYWkdQOFIwNDYza2dqVVMxaGw3S1BVR2xyT1czamZyeW1ZcWR1RXRJ?oc=5" target="_blank">Multi-stage fusion of local and global features for few-shot image classification</a>  <font color="#6f6f6f">Nature</font>

Vol. 39 No. 5: AAAI-25 Technical Tracks 5
The Association for the Advancement of Artificial Intelligencetech

Vol. 39 No. 5: AAAI-25 Technical Tracks 5

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1qRERiUnkxY2FYMDVONXhJTDBSaDFUbTZZZWpKWDBmZW9IUDdFQVFJY0N3cTlDX2cyU3FjbmphV2djQTlNUE5VdC04WDhHVGhPR0tqQzN2UWozT1JoWUNZ?oc=5" target="_blank">Vol. 39 No. 5: AAAI-25 Technical Tracks 5</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

COVID-19 Multi-Targeted Drug Repurposing Using Few-Shot Learning
Frontiersgeneral

COVID-19 Multi-Targeted Drug Repurposing Using Few-Shot Learning

<a href="https://news.google.com/rss/articles/CBMilgFBVV95cUxNNjJ3SzUyM3dqdW1rZlFMaGpEMVJRa04zaVVPZHdQcFpHSDFxSWxoM3ByZEdTNDRNbWhJSndrU1UwQkxsYWRMQWdLREJ4VkFobEtOYjZlWU81bjZTSzhleTNtMG5NYXQ2OGJMS1MwQnc5THZHWDVmWUVuZ2s2dlRfa3pibzdkNnkzdVlUTHE2NG9YWWlmREE?oc=5" target="_blank">COVID-19 Multi-Targeted Drug Repurposing Using Few-Shot Learning</a>  <font color="#6f6f6f">Frontiers</font>

A few-shot network intrusion detection method based on mutual centralized learning
Naturegeneral

A few-shot network intrusion detection method based on mutual centralized learning

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1RTU84TVVPNlF2dnBOYkNTdndPZXVXdEZLSGpYZDBMeEkwLWdEWks1MFMwSnVyQkJ4RjVtTnFQSVNLZlJCMFIzemVNZDNROEJ5RUpwZmJNd1Jrdm9xN3dJ?oc=5" target="_blank">A few-shot network intrusion detection method based on mutual centralized learning</a>  <font color="#6f6f6f">Nature</font>

Object-guided contrastive language-image pre-training for zero-shot target recognition
Naturetech

Object-guided contrastive language-image pre-training for zero-shot target recognition

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBiUnVVUzVqbTJJVjliNUR1Qm9Nb2RhZEwzeFVYcnYxaEJDTzZnRVVJM2FUTlptalQ5bVZnYUtGcTh2V1RHMTVMckdwMDRfSFRvbHBLR3Y4Y0NLU3hpQU1r?oc=5" target="_blank">Object-guided contrastive language-image pre-training for zero-shot target recognition</a>  <font color="#6f6f6f">Nature</font>

Vol. 38 No. 13: AAAI-24 Technical Tracks 13
The Association for the Advancement of Artificial Intelligencetech

Vol. 38 No. 13: AAAI-24 Technical Tracks 13

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9oYkxpai1veDBWWVBGWFNIMExPanJ2VmdFeTlhb2NhNEY4SWhxMG54Vlc2WWJydHc1T203UGJyZUljaDVNQy1nNFR5aVE3X2JrS2NfSFBJMWR5Q3BhRWpj?oc=5" target="_blank">Vol. 38 No. 13: AAAI-24 Technical Tracks 13</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

Low-data cross-modal adaptation for remote sensing with proxy-enhanced multi-granularity feature caching
Naturegeneral

Low-data cross-modal adaptation for remote sensing with proxy-enhanced multi-granularity feature caching

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBnRlJMb0JsXzJMRkFKcmdiaHFCakdHWk5HZ2tPZkYyTFRLMW11WElXMmQ1VmlUaTFUSVI3bnlBaElVaDlreW9EWWhBelVQaW5iWXFBOGFsNzIwbVVRaDRZ?oc=5" target="_blank">Low-data cross-modal adaptation for remote sensing with proxy-enhanced multi-granularity feature caching</a>  <font color="#6f6f6f">Nature</font>

Attention-guided hybrid learning for accurate defect classification in manufacturing environments
Naturegeneral

Attention-guided hybrid learning for accurate defect classification in manufacturing environments

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE5XWGtDRHdHTFkwR0RVUTJmV2JaTDY1U0I3REE0c2Rla2Rma0ROMzJuc3k3S1dRay1ydW55eV9oc01vb1NwUzh2bXpzMEVQUXFodlN0LS1JMkx0NjczazBj?oc=5" target="_blank">Attention-guided hybrid learning for accurate defect classification in manufacturing environments</a>  <font color="#6f6f6f">Nature</font>

A multimodal visual–language foundation model for computational ophthalmology
Natureworld

A multimodal visual–language foundation model for computational ophthalmology

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFBJUkNsaHhtMW1aTWwydUVEVEk4MnVYMFRtN0FNaFBFRHBpX3pSMFFPMjhhN1g2WXpVQTJGOGlyOWlnRmVSdy1KalFXeEZsb2xFeFAyalBDTGZfanR3S0cw?oc=5" target="_blank">A multimodal visual–language foundation model for computational ophthalmology</a>  <font color="#6f6f6f">Nature</font>

Hierarchical multi-label structuring of Japanese SOAP clinical notes with large language models
Naturegeneral

Hierarchical multi-label structuring of Japanese SOAP clinical notes with large language models

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9ZcHMyeG80TnZUbWh0d2h1TnViXzdPNjRXekFZbXp0MFB2M0p5UnZRc2dCTlczVVVZcFVrV2lFX3hVRXRyOTlWd1Fhelg1UUhaVmlIZkdDNkZvSmZMeW1B?oc=5" target="_blank">Hierarchical multi-label structuring of Japanese SOAP clinical notes with large language models</a>  <font color="#6f6f6f">Nature</font>

A test-time clinically adaptive framework for detecting multiple fundus diseases harnessing ophthalmic foundation models | npj Digital Medicine
Natureworld

A test-time clinically adaptive framework for detecting multiple fundus diseases harnessing ophthalmic foundation models | npj Digital Medicine

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFB2M3RBQnNuamZWUmVDSUliS2tzX2JHSF9jcU1vcGFjcWtPZ0tBa3VGOHBDSF9zNDZjbHkzMWFXemVhTVQyVHdHM09iaVdHRXVyTzgweVlMalRSNEU3Y01R?oc=5" target="_blank">A test-time clinically adaptive framework for detecting multiple fundus diseases harnessing ophthalmic foundation models | npj Digital Medicine</a>  <font color="#6f6f6f">Nature</font>

A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset
Naturetech

A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1HNjV4eU1OUHNKUnM3V3ltbnBpLXJRVGtmck5zQkR0NFBrME9yMjVHa211ZnlnM3llX0o5S3ZOYTZKbXFVMzhGVm1sQmdNVmFBUjRsektZUGxscWM0akxn?oc=5" target="_blank">A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset</a>  <font color="#6f6f6f">Nature</font>

Vol. 40 No. 29: AAAI-26 Technical Tracks 29
The Association for the Advancement of Artificial Intelligencetech

Vol. 40 No. 29: AAAI-26 Technical Tracks 29

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1rckl1RXE4RjFraHZzbnJVZndyVU5lenB2YXY2S3ZLdHR6bUpuQjNldGtiSXRnR0dLLWoyRjBHZDR6UWJlNTBXaTBJMDlFNmxGaGI4eUJCSFlMRkl3clB3?oc=5" target="_blank">Vol. 40 No. 29: AAAI-26 Technical Tracks 29</a>  <font color="#6f6f6f">The Association for the Advancement of Artificial Intelligence</font>

A few-shot oil spill segmentation network guided by multi-scale feature similarity modeling
Frontiersgeneral

A few-shot oil spill segmentation network guided by multi-scale feature similarity modeling

<a href="https://news.google.com/rss/articles/CBMilwFBVV95cUxOc09zVk5SVWJBMHJDVXdpVHpNZUFza3ZhNlBEUGZhczZWUEs2UzB1bVhqU0dmQUNtakRnZmNIcnVuSWZld0JuZ1RMLUVCaWRGdmcwVGYteFRwQm9uQ2VuZEhCS3JJTEVLdlM3WXFMR0puMFJ2NlRSQnRoc0NsMDRKc2FCUU42QXo4NHFFOERJSVUyYUFVcmRN?oc=5" target="_blank">A few-shot oil spill segmentation network guided by multi-scale feature similarity modeling</a>  <font color="#6f6f6f">Frontiers</font>

Biomedical Signal Processing and Control | Vol 116, 1 May 2026
ScienceDirect.comgeneral

Biomedical Signal Processing and Control | Vol 116, 1 May 2026

<a href="https://news.google.com/rss/articles/CBMimgFBVV95cUxPVzJBUUtYQTQ2dHpfSjJ2VlBsMGVaM05HYXRUTEEzN1ltX1czYjhsNXNibjZwWG9vWXE1VjU5SHluR19EdElhZ2FaMndEVC1nQm9fRXdhNDBKcnplV3pncUVIcDUxTkdhbEtWSE5IMktoOW9PWVY4NnU2b2JWeHYyYlM2RXQ3Rms4MVlNRzNOc0d6SEU0UDFVX013?oc=5" target="_blank">Biomedical Signal Processing and Control | Vol 116, 1 May 2026</a>  <font color="#6f6f6f">ScienceDirect.com</font>

Integrating deformable CNN and attention mechanism into multi-scale graph neural network for few-shot image classification
Naturegeneral

Integrating deformable CNN and attention mechanism into multi-scale graph neural network for few-shot image classification

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9lYldrTjc4UGJhamJvNktGMWF2c3BRZDhWUEwtNFlITEkzZ28xV2cyWjNLZ3BqTXlyVlI5SjlMam9RRlM2RTE2VnBLSnc2eDNkZFVoN0lvMDdRN0czV2NF?oc=5" target="_blank">Integrating deformable CNN and attention mechanism into multi-scale graph neural network for few-shot image classification</a>  <font color="#6f6f6f">Nature</font>

Towards generalist foundation model for radiology by leveraging web-scale 2D&3D medical data
Natureworld

Towards generalist foundation model for radiology by leveraging web-scale 2D&3D medical data

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE8tc2NIZFNDM1dXVWpJVzJtYlNMZ2hVV2UydlhTWnN5MWY0eV9vMjY4ZnJ3LUpvQjBJVVdJZjRYRFpEOWh1X3dTbV9ZVDZVR2xWaXlzdUlBd1o0REZfWk1F?oc=5" target="_blank">Towards generalist foundation model for radiology by leveraging web-scale 2D&3D medical data</a>  <font color="#6f6f6f">Nature</font>

In-context learning enables multimodal large language models to classify cancer pathology images
Naturegeneral

In-context learning enables multimodal large language models to classify cancer pathology images

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE51VWFKTzFUZ21oeTBqUkNNRzZNeGU2alhreWFUMDIzRjBCWjlHbC1FRUpxcC1CMlZ6WHpjLWx2S1o1VWo3WnpyZTEyNGpSZTB0WFNmNW0yMDEwd1dpUnEw?oc=5" target="_blank">In-context learning enables multimodal large language models to classify cancer pathology images</a>  <font color="#6f6f6f">Nature</font>

A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification
Natureworld

A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE1iTTNPNEhsNVNSR3dwcFIza0tfaC1PTElUN204cGRha05WR05KQXBLNHNJN2QxajVCQjhkUkNOYUJaelRZc3lJeWdWR0FGRUFmd3piZW9PN2VkX3RTVjFR?oc=5" target="_blank">A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification</a>  <font color="#6f6f6f">Nature</font>

Toward general object search in open reality
Naturegeneral

Toward general object search in open reality

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTFB0aGtJWC1rWFpVclh0OUxaUWJrMEQxRVczTktrZmVXUkh6Wjl4MzhaSGdwMTREcUZqT2dxeTdwdENvaGh6Y0ZkdUI2SjRtMWw4OWduOEZHWUdUSlpVRHB3?oc=5" target="_blank">Toward general object search in open reality</a>  <font color="#6f6f6f">Nature</font>

ICDXML: enhancing ICD coding with probabilistic label trees and dynamic semantic representations
Naturegeneral

ICDXML: enhancing ICD coding with probabilistic label trees and dynamic semantic representations

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9XaXFsam1yUDdZWnNUTmowQ1NTa2dKX0dqdnZuMlctWE14cTZLSG5HajZNX1phazJ2SFJ3elhBR1ZFLUVfbk5ha1hRR0RGbEV1MkFfSTFLbVVOdER3YWhv?oc=5" target="_blank">ICDXML: enhancing ICD coding with probabilistic label trees and dynamic semantic representations</a>  <font color="#6f6f6f">Nature</font>

Efficiency and safety of automated label cleaning on multimodal retinal images
Naturegeneral

Efficiency and safety of automated label cleaning on multimodal retinal images

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE05bHVvRkQ3WEJfbkdJV0lnNDZSdnpOaXBoTEx4YkJaTXlaRWlLbF94N0tzbnB6b2lyWGE3bWhGOUtQcHlkWUJ0QzhLcV8tUVFfeVlLMExhU090N3UyY1U0?oc=5" target="_blank">Efficiency and safety of automated label cleaning on multimodal retinal images</a>  <font color="#6f6f6f">Nature</font>

A multimodal whole-slide foundation model for pathology
Natureworld

A multimodal whole-slide foundation model for pathology

<a href="https://news.google.com/rss/articles/CBMiX0FVX3lxTE9CQVRiS1VfWUJoeWFHaEt3MlZQMm9YSVZhU1g5YU9ycVBfTFJzUGg1MGRObE1Tc3RrS183MGFmSkc5UUM4M3Qtd1hPeE9felJRa2FmMm5xQjNOQ2VVUG9J?oc=5" target="_blank">A multimodal whole-slide foundation model for pathology</a>  <font color="#6f6f6f">Nature</font>

"Multi-Label Few-Shot Imag" — Live Google News Trends & Headlines