SOTAVerified

Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Showing 38513875 of 10420 papers

TitleStatusHype
Exploring Low-Resource Medical Image Classification with Weakly Supervised Prompt Learning0
Exploring Modality Guidance to Enhance VFM-based Feature Fusion for UDA in 3D Semantic Segmentation0
COLORA: Efficient Fine-Tuning for Convolutional Models with a Study Case on Optical Coherence Tomography Image Classification0
Exploring Regions of Interest: Visualizing Histological Image Classification for Breast Cancer using Deep Learning0
Beyond the Visible: Multispectral Vision-Language Learning for Earth Observation0
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-500
Exploring Structural Nonlinearity in Binary Polariton-Based Neuromorphic Architectures0
Exploring Target Driven Image Classification0
Color Image Classification via Quaternion Principal Component Analysis Network0
Exploring Temporal Differences in 3D Convolutional Neural Networks0
Image Classification at Supercomputer Scale0
Exploring the Boundaries of On-Device Inference: When Tiny Falls Short, Go Hierarchical0
AHA! an 'Artificial Hippocampal Algorithm' for Episodic Machine Learning0
Generalized Resubstitution for Classification Error Estimation0
Higher Chest X-ray Resolution Improves Classification Performance0
Generating Counterfactual Explanations with Natural Language0
Exploring the Integration of Key-Value Attention Into Pure and Hybrid Transformers for Semantic Segmentation0
Color-NeuraCrypt: Privacy-Preserving Color-Image Classification Using Extended Random Neural Networks0
Color-S^4L: Self-supervised Semi-supervised Learning with Image Colorization0
Exploring the Sharpened Cosine Similarity0
Detecting Hypo-plastic Left Heart Syndrome in Fetal Ultrasound via Disease-specific Atlas Maps0
Exploring the Transferability of a Foundation Model for Fundus Images: Application to Hypertensive Retinopathy0
Beyond the Attention: Distinguish the Discriminative and Confusable Features For Fine-grained Image Classification0
Exploring the Versatility of Zero-Shot CLIP for Interstitial Lung Disease Classification0
Generalized Boosting0
Show:102550
← PrevPage 155 of 417Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified