OpenCodePapers
few-shot-image-classification-on-bongard-hoi
Few-Shot Image Classification
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Paper
Code
Avg. Accuracy
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ModelName
ReleaseDate
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Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
✓ Link
91.42
Human (Amateur)
2022-05-27
A Cognitive Paradigm Approach to Probe the Perception-Reasoning Interface in VLMs
77.3
GPT-4o + CA
2025-01-23
Support-Set Context Matters for Bongard Problems
✓ Link
76.41
SVM-Mimic + PMF (fine-tuned CLIP RN-50)
2023-09-07
A Cognitive Paradigm Approach to Probe the Perception-Reasoning Interface in VLMs
74.5
Gemini 2.0 + CA
2025-01-23
Support-Set Context Matters for Bongard Problems
✓ Link
72.45
SVM-Mimic (frozen CLIP RN-50)
2023-09-07
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
✓ Link
55.82
Meta-Baseline (ImagNet_R50)
2022-05-27
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
✓ Link
54.30
Meta-Baseline (MoCov2_R50)
2022-05-27
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
✓ Link
54.23
Meta-Baseline (Scratch_R50)
2022-05-27
Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions
✓ Link
49.74
ANIL (ImageNet_R50)
2022-05-27