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 10511060 of 10420 papers

TitleStatusHype
AT-SNN: Adaptive Tokens for Vision Transformer on Spiking Neural Network0
ssProp: Energy-Efficient Training for Convolutional Neural Networks with Scheduled Sparse Back PropagationCode0
Enhanced Infield Agriculture with Interpretable Machine Learning Approaches for Crop Classification0
Approaching Deep Learning through the Spectral Dynamics of WeightsCode1
Enabling Small Models for Zero-Shot Selection and Reuse through Model Label Learning0
Automatic Dataset Construction (ADC): Sample Collection, Data Curation, and Beyond0
MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt TuningCode1
SBDet: A Symmetry-Breaking Object Detector via Relaxed Rotation-Equivariance0
Improving Calibration by Relating Focal Loss, Temperature Scaling, and PropernessCode0
Robust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks0
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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