Activity Classification on MOMA Activities (meta-test)
97.9AccuracyName Tuning
Evaluation Results
| Method | Links | |
|---|---|---|
| Name TuningMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 97.9 | |
| Name TuningMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 97.9 | |
| Linear ProbeMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 96.1 | |
| Linear ProbeMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 96.1 | |
| VL-PrototypeMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.9 | |
| VL-PrototypeMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.9 | |
| CoOpMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.7 | |
| CoNaMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.7 | |
| CoOpMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.7 | |
| CoNaMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.7 | |
| Name TuningMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.6 | |
| Name TuningMeta-training Free=true, Backbone=MILES, Protocol=5-shot 5-way2024.06 | 95.6 | |
| CoNaMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.9 | |
| CoNaMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.9 | |
| CoOpMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.8 | |
| CoOpMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.8 | |
| Name TuningMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.7 | |
| Name TuningMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.7 | |
| VL-PrototypeMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.3 | |
| VL-PrototypeMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 92.3 | |
| OTAMMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 92.07 | |
| OTAMMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 92.07 | |
| CoNaMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 90 | |
| CoNaMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 90 | |
| CoOpMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 88.6 | |
| CoOpMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 88.6 | |
| Linear ProbeMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 87.4 | |
| Linear ProbeMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 87.4 | |
| VL-PrototypeMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 86.5 | |
| VL-PrototypeMeta-training Free=true, Backbone=CLIP, Protocol=5-shot 5-way2024.06 | 86.5 | |
| CMNMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 86.3 | |
| CMNMeta-training Free=false, Protocol=5-shot 5-way2024.06 | 86.3 | |
| Linear ProbeMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 75.9 | |
| Linear ProbeMeta-training Free=true, Backbone=VideoCLIP, Protocol=5-shot 5-way2024.06 | 75.9 |