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 401410 of 10419 papers

TitleStatusHype
Simplifying DINO via Coding Rate Regularization0
A synergistic CNN-transformer network with pooling attention fusion for hyperspectral image classificationCode1
SeWA: Selective Weight Average via Probabilistic Masking0
Compress image to patches for Vision TransformerCode0
GAIA: A Global, Multi-modal, Multi-scale Vision-Language Dataset for Remote Sensing Image AnalysisCode1
Feature-based Graph Attention Networks Improve Online Continual Learning0
Hierarchical Vision Transformer with Prototypes for Interpretable Medical Image Classification0
Evaluating the Performance of TAAF for image classification modelsCode0
Keep your distance: learning dispersed embeddings on S_m0
Quaternion-Hadamard Network: A Novel Defense Against Adversarial Attacks with a New Dataset0
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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