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failure mode analysis

8 papers

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benchmark evaluation (3) zero-shot segmentation (2) segmentation foundation model (1) realism evaluation (1) misclassification detection (1) reasoning failure analysis (1) out-of-context prediction (1) foundation model comparison (1) visual prompting strategy (1) long-context comprehension (1)

Papers

Comparing SAM 2 and SAM 3 for Zero-Shot Segmentation of 3D Medical Data MIDL 2026 Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast Objects WACV 2026 NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts EMNLP 2025 Know Thy Strengths: Comprehensive Dialogue State Tracking Diagnostics EMNLP 2022 The DEVIL Is in the Details: A Diagnostic Evaluation Benchmark for Video Inpainting CVPR 2022 CheXbreak: Misclassification Identification for Deep Learning Models Interpreting Chest X-rays MLHC 2021 Identifying and Benchmarking Natural Out-of-Context Prediction Problems NeurIPS 2021 Neural Bridge Sampling for Evaluating Safety-Critical Autonomous Systems NeurIPS 2020