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Image Classification

6,106 평가 기록 505 datasets

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.

<span class="description-source">Source: Metamorphic Testing for Object Detection Systems </span>

하위 태스크

FI Few-Shot Image Classification 117 데이터셋 · 1,434 rows SI Semi-Supervised Image Classification 70 데이터셋 · 478 rows FI Fine-Grained Image Classification 36 데이터셋 · 375 rows SI Self-Supervised Image Classification 3 데이터셋 · 208 rows LW Learning with noisy labels 20 데이터셋 · 194 rows HI Hyperspectral Image Classification 8 데이터셋 · 96 rows EV Efficient ViTs 3 데이터셋 · 82 rows UI Unsupervised Image Classification 7 데이터셋 · 57 rows SI Sequential Image Classification 3 데이터셋 · 50 rows DI Document Image Classification 8 데이터셋 · 49 rows SD Small Data Image Classification 12 데이터셋 · 47 rows MI Multi-Label Image Classification 10 데이터셋 · 42 rows PG Photo geolocation estimation 6 데이터셋 · 42 rows CC Concept-based Classification 5 데이터셋 · 8 rows SI Satellite Image Classification 3 데이터셋 · 8 rows SI Superpixel Image Classification 1 데이터셋 · 6 rows IC Image Classification with Differential Privacy 1 데이터셋 · 4 rows OO Out of Distribution (OOD) Detection 4 데이터셋 · 4 rows RT Railway Track Image Classification 1 데이터셋 · 4 rows GC Genre classification 2 데이터셋 · 3 rows SG Scale Generalisation 1 데이터셋 · 2 rows TM Temporal Metadata Manipulation Detection 2 데이터셋 · 2 rows AS Artistic style classification 1 데이터셋 · 1 rows F+ Fruit-type + Maturity-state Prediction (Multi-label Classification) 1 데이터셋 · 1 rows GC Gallbladder Cancer Detection 1 데이터셋 · 1 rows RV Raw vs Ripe (Generic) 1 데이터셋 · 1 rows SR Sparse Representation-based Classification 1 데이터셋 · 1 rows AC Artist classification 0 데이터셋 · 0 rows CC Classification Consistency 0 데이터셋 · 0 rows F+ Fruit-type + Maturity-state Prediction (Multi-label Classifivation) 0 데이터셋 · 0 rows