# Technical Document Extraction: Image Analysis ## Section (a): ANIL (4-way 1-shot) ### Line Chart (Left) - **Axes**: - X-axis: Labeled "x", range [0, 1] - Y-axis: Labeled "y", range [0, 1] - **Legend** (Top-right corner): - **IND**: Red lines - **OOD**: Blue lines - **data_type (train)**: Green lines - **support(train)**: Purple lines - **query(val)**: Orange lines - **Diagonal reference**: Dashed black line (y = x) - **Trends**: - All lines start at the bottom-left corner (0,0) and curve upward. - Lines representing "IND" and "OOD" reach the top-right corner (1,1) with minimal deviation. - "data_type (train)" and "support(train)" lines plateau near y = 1 after x ≈ 0.2. - "query(val)" lines show stepwise increases, peaking at x ≈ 0.8. ### Scatter Plot (Middle) - **Axes**: - X-axis: Range [-60, 60] - Y-axis: Range [-6, 10] - **Legend** (Top-right corner): - **IND**: Red stars - **OOD**: Blue circles - **support(train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **IND** (red stars): Clustered in the lower-left quadrant (x ≈ -50 to -20, y ≈ -2 to 2). - **OOD** (blue circles): Concentrated in the upper-right quadrant (x ≈ 10 to 50, y ≈ 4 to 8). - **support(train)** (black dots): Scattered across the plot, with density near x ≈ 0, y ≈ 0. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. ### Scatter Plot (Right) - **Axes**: - X-axis: Range [-60, 60] - Y-axis: Range [-10, 10] - **Legend** (Top-right corner): - **IND**: Red stars - **OOD**: Blue circles - **data_type (train)**: Green circles - **support(train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **IND** (red stars): Clustered near x ≈ -30, y ≈ -5. - **OOD** (blue circles): Spread across the upper-right quadrant (x ≈ 10 to 40, y ≈ 2 to 8). - **data_type (train)** (green circles): Concentrated near x ≈ 0, y ≈ 0. - **support(train)** (black dots): Scattered, with density near x ≈ -20, y ≈ -2. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. --- ## Section (b): ANIL + HC (4-way 1-shot) ### Line Chart (Left) - **Axes**: - X-axis: Labeled "x", range [0, 1] - Y-axis: Labeled "y", range [0, 1] - **Legend** (Top-right corner): - **IND**: Red lines - **OOD**: Blue lines - **data_type (train)**: Green lines - **support(train)**: Purple lines - **query(val)**: Orange lines - **Diagonal reference**: Dashed black line (y = x) - **Trends**: - Lines for "IND" and "OOD" follow similar trajectories to Section (a), reaching (1,1). - "data_type (train)" and "support(train)" lines plateau earlier (x ≈ 0.15). - "query(val)" lines show sharper increases, peaking at x ≈ 0.7. ### Scatter Plot (Middle) - **Axes**: - X-axis: Range [-80, 80] - Y-axis: Range [-10, 10] - **Legend** (Top-right corner): - **IND**: Red stars - **OOD**: Blue circles - **support(train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **IND** (red stars): Clustered in the lower-left quadrant (x ≈ -60 to -30, y ≈ -3 to 3). - **OOD** (blue circles): Concentrated in the upper-right quadrant (x ≈ 20 to 60, y ≈ 5 to 9). - **support(train)** (black dots): Scattered, with density near x ≈ 0, y ≈ 0. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. ### Scatter Plot (Right) - **Axes**: - X-axis: Range [-15, 15] - Y-axis: Range [-10, 10] - **Legend** (Top-right corner): - **SUB_TOTAL_ETC**: Red stars - **TOTAL_TOTAL_ETC**: Green circles - **MENU_SUB_UNITPRICE**: Blue circles - **SUB_TOTAL_DISCOUNT_PRICE**: Purple circles - **data_type (train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **SUB_TOTAL_ETC** (red stars): Clustered near x ≈ -10, y ≈ -8. - **TOTAL_TOTAL_ETC** (green circles): Concentrated near x ≈ 5, y ≈ 8. - **MENU_SUB_UNITPRICE** (blue circles): Spread across the upper-right quadrant (x ≈ 0 to 10, y ≈ 2 to 6). - **SUB_TOTAL_DISCOUNT_PRICE** (purple circles): Clustered near x ≈ 10, y ≈ -5. - **data_type (train)** (black dots): Scattered near x ≈ 0, y ≈ 0. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. --- ## Section (c): ANIL + HC (4-way 4-shot) ### Line Chart (Left) - **Axes**: - X-axis: Labeled "x", range [0, 1] - Y-axis: Labeled "y", range [0, 1] - **Legend** (Top-right corner): - **IND**: Red lines - **OOD**: Blue lines - **data_type (train)**: Green lines - **support(train)**: Purple lines - **query(val)**: Orange lines - **Diagonal reference**: Dashed black line (y = x) - **Trends**: - "IND" and "OOD" lines plateau earlier (x ≈ 0.3), with y ≈ 0.95. - "data_type (train)" and "support(train)" lines plateau at x ≈ 0.2. - "query(val)" lines show minimal deviation from the diagonal, peaking at x ≈ 0.9. ### Scatter Plot (Middle) - **Axes**: - X-axis: Range [-80, 80] - Y-axis: Range [-10, 10] - **Legend** (Top-right corner): - **IND**: Red stars - **OOD**: Blue circles - **support(train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **IND** (red stars): Clustered in the lower-left quadrant (x ≈ -70 to -40, y ≈ -4 to 4). - **OOD** (blue circles): Concentrated in the upper-right quadrant (x ≈ 30 to 70, y ≈ 6 to 9). - **support(train)** (black dots): Scattered, with density near x ≈ 0, y ≈ 0. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. ### Scatter Plot (Right) - **Axes**: - X-axis: Range [-30, 30] - Y-axis: Range [-20, 15] - **Legend** (Top-right corner): - **SUB_TOTAL_ETC**: Red stars - **TOTAL_TOTAL_ETC**: Green circles - **MENU_SUB_UNITPRICE**: Blue circles - **SUB_TOTAL_DISCOUNT_PRICE**: Purple circles - **data_type (train)**: Black dots - **query(val)**: Black crosses - **Data Distribution**: - **SUB_TOTAL_ETC** (red stars): Clustered near x ≈ -20, y ≈ -12. - **TOTAL_TOTAL_ETC** (green circles): Concentrated near x ≈ 10, y ≈ 12. - **MENU_SUB_UNITPRICE** (blue circles): Spread across the upper-right quadrant (x ≈ 0 to 20, y ≈ 4 to 10). - **SUB_TOTAL_DISCOUNT_PRICE** (purple circles): Clustered near x ≈ 20, y ≈ -8. - **data_type (train)** (black dots): Scattered near x ≈ 0, y ≈ 0. - **query(val)** (black crosses): Sparse, primarily in the lower-left quadrant. --- ## Key Observations 1. **Line Charts**: - All lines originate at (0,0) and curve upward, with "IND" and "OOD" consistently reaching the top-right corner. - "query(val)" lines show stepwise increases, while "data_type (train)" and "support(train)" plateau earlier. - The diagonal reference line (y = x) serves as a baseline for performance metrics. 2. **Scatter Plots**: - **IND** (red stars) and **OOD** (blue circles) consistently cluster in opposite quadrants, indicating distinct data distributions. - **support(train)** (black dots) and **query(val)** (black crosses) are sparse and localized in the lower-left quadrant. - Metrics like **SUB_TOTAL_ETC** and **TOTAL_TOTAL_ETC** show strong clustering, suggesting high correlation or similarity in their respective categories. 3. **Legend Consistency**: - Colors in legends match data points exactly across all plots (e.g., red = IND, blue = OOD). - Metric labels (e.g., SUB_TOTAL_ETC) are unique to the right scatter plots and do not overlap with line chart categories. 4. **Axis Ranges**: - Line charts use normalized axes (0–1), while scatter plots use absolute ranges (e.g., x: -80 to 80, y: -10 to 10). 5. **Trend Verification**: - Line charts show smooth curves, while scatter plots exhibit discrete clusters, confirming distinct data types and metrics.