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 33213330 of 10420 papers

TitleStatusHype
CTRL-F: Pairing Convolution with Transformer for Image Classification via Multi-Level Feature Cross-Attention and Representation Learning FusionCode0
GeoWATCH for Detecting Heavy Construction in Heterogeneous Time Series of Satellite Images0
Hybrid Classical-Quantum architecture for vectorised image classification of hand-written sketches0
FALIP: Visual Prompt as Foveal Attention Boosts CLIP Zero-Shot Performance0
Learning to Adapt Category Consistent Meta-Feature of CLIP for Few-Shot Classification0
An accurate detection is not all you need to combat label noise in web-noisy datasetsCode0
Evaluating the Fairness of Neural Collapse in Medical Image Classification0
Active Label Refinement for Robust Training of Imbalanced Medical Image Classification Tasks in the Presence of High Label NoiseCode0
Deep Online Probability Aggregation ClusteringCode0
Leveraging Topological Guidance for Improved Knowledge DistillationCode0
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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