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 39713980 of 10420 papers

TitleStatusHype
Beyond image classification: zooplankton identification with deep vector space embeddings0
Are Vision Transformers Robust to Patch-wise Perturbations?0
FAST OBJECT LOCALIZATION VIA SENSITIVITY ANALYSIS0
Fast Parametric Learning with Activation Memorization0
Design-time Fashion Popularity Forecasting in VR Environments0
Analyzing the Use of Influence Functions for Instance-Specific Data Filtering in Neural Machine Translation0
Adaptive Test-Time Augmentation for Low-Power CPU0
Are Visual Recognition Models Robust to Image Compression?0
Global Deconvolutional Networks for Semantic Segmentation0
Design Space Exploration of Hardware Spiking Neurons for Embedded Artificial Intelligence0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 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