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 251260 of 10419 papers

TitleStatusHype
Geometric Median Matching for Robust k-Subset Selection from Noisy Data0
Impact of Data Duplication on Deep Neural Network-Based Image Classifiers: Robust vs. Standard Models0
PolygoNet: Leveraging Simplified Polygonal Representation for Effective Image ClassificationCode0
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems0
Over-the-Air Edge Inference via End-to-End Metasurfaces-Integrated Artificial Neural Networks0
Crossmodal Knowledge Distillation with WordNet-Relaxed Text Embeddings for Robust Image Classification0
PixelCAM: Pixel Class Activation Mapping for Histology Image Classification and ROI LocalizationCode0
CIBR: Cross-modal Information Bottleneck Regularization for Robust CLIP Generalization0
Expanding-and-Shrinking Binary Neural NetworksCode0
NoProp: Training Neural Networks without Back-propagation or Forward-propagationCode1
Show:102550
← PrevPage 26 of 1042Next →

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