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Few-Shot Image Classification.

Image classification with limited labeled examples per class (few-shot learning). Models are evaluated on their ability to classify images into categories with only a handful of training examples (typically 1-10) per class.

97
Datasets
0
Results
Canonical metric
§ 02 · Canonical benchmark

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§ 03 · Top 10

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§ 04 · All datasets

Tracked datasets.

97 datasets tracked for this task.

7-Scenes
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AITW
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API-Bank
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ARC-AGI
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ARC-AGI 2
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ASV2015
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AgentBench
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AndroidWorld
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AppWorld
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AssistantBench
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Atari
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AudioBench
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BLAB
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COCO 2017 Captions
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COCO 2017 Panoptic Segmentation
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COCO 2017 Stuff
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COCO Captions
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COCO minival
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COCO test-challenge
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COCO val2017 (Instance Segmentation)
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COCO-Stuff
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COCO-Text
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COCO-WholeBody
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CREMA-D
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Cambridge
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CharadesSTA
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ChartMimic_v2_Direct
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CodeForces (CodeElo)
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ComplexFuncBench
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Crossmodal-3600 (XM3600)
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DESED
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DL3DV-Benchmarks (140)
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Design2Code
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FSD18-Kaggle
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FSD50k
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Finance Agent
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Fluent Speech Commands
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Free Music Archive (FMA) Small
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GAIA
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GAIA2
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HELMET
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HammerBench
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HiRoom
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IMC (Image Matching Challenge)
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ImageNet-Hard
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LOFT
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LVD-142M
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LVD-1689M
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Language benchmarks (overall)
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LibriCount
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LibriSpeech-100h
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LibriSpeech-Male-Female
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LiveMCPBench
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LongVideoBench
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MAESTRO
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MCP-Universe
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MMTEB
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MMVP
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MRCR
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MTEB
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MathVerse
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MegaDepth (19)
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MuirBench
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NSynth-Instruments
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NTIRE 2024 Transparent Surface Challenge (relative)
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OCRBench v2
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OSUniverse
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OVOBench
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Online-Mind2Web
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RAVDESS
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REAL
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SAT-493M
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SWE-Bench
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SWE-Bench Pro
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SWE-PolyBench
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SciVideoBench
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ScreenSpot
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ScreenSuite
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SimpleQA-Verified
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Speech Commands V1
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TAP-Vid (RGB-S)
0 results
Tanks and Temples (6)
0 results
TauBench
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ToolBench
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UniSvg
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UrbanSound 8k
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VideoMMMU
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VisuLogic
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VisualWebArena
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Vocal Imitation
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VoxCeleb1
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VoxLingua33
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WebBench
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WebVoyager
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WindowsAgentArena-V2
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X-ARES (MLP)
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X-ARES (kNN)
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§ 05 · Related tasks

Other tasks in Computer Vision.

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