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Robotic Manipulation on Multi-Object Manipulation Place 2 Shoes & Pick 2 Pens

21.5Place 2 Shoes Success CountKIL (IM)
12.6614.95517.2519.545May 26, 2026

Evaluation results

MethodLinks
KIL (IM)Extraction Method=Image Matching, Training Steps=350K, Pooling Strategy=class token + maxpool2026.0521.516.56354
KIL (IN)Extraction Method=Instance matching, Training Steps=350K, Pooling Strategy=class token + maxpool2026.0521.5156150
KIL (T)Extraction Method=Tracking, Training Steps=350K, Pooling Strategy=class token + maxpool2026.0515.515.55240
S^2Training Steps=150K, Input Modality=Semantic Segmentation2026.0514.520.55847
RGBTraining Steps=150K, Input Modality=RGB2026.051315.54837