feat: skip track forward on result overlap, not class presence (REQ-189)

Frame holding the tracked class is now annotated like any other; the run's
result is dropped only when it intersects a same-class shape already there.

backend/api/review.py

@@ -38,6 +38,8 @@ class AssistRequest(BaseModel):
     box: List[float]
     class_id: int = 0
     threshold: float = 0.5
+    # Track Forward only: drop the result when it lands on an existing shape.
+    dedupe: bool = False
 
 
 class PoolExemplar(BaseModel):
@@ -116,7 +118,7 @@ def bulk_reclass(request: BulkReclassRequest) -> dict:
 def assist(frame_id: int, request: AssistRequest) -> dict:
     try:
         return review_store.assist(frame_id, request.box, request.class_id,
-                                   request.threshold)
+                                   request.threshold, dedupe=request.dedupe)
     except review_store.ReviewError as exc:
         raise HTTPException(400, str(exc))
 

backend/batches.py

@@ -137,15 +137,11 @@ def frames(batch_id: int) -> List[dict]:
     with db.cursor() as cur:
         cur.execute(
             """SELECT f.*, (SELECT COUNT(*) FROM annotations a WHERE a.frame_id = f.id)
-                        AS annotation_count,
+                        AS annotation_count
-                        (SELECT GROUP_CONCAT(DISTINCT a.class_id) FROM annotations a
-                          WHERE a.frame_id = f.id) AS class_ids
                FROM frames f WHERE f.batch_id = ? ORDER BY f.idx""",
             (batch_id,),
         )
         rows = [dict(row) for row in cur.fetchall()]
-    for row in rows:
-        row["class_ids"] = [int(v) for v in row["class_ids"].split(",")] if row["class_ids"] else []
     return rows
 
 

backend/review.py

@@ -320,7 +320,7 @@ def frames_with_auto(batch_id: int) -> set:
 
 
 def assist(frame_id: int, box: List[float], class_id: int = 0,
-           threshold: float = 0.5) -> dict:
+           threshold: float = 0.5, dedupe: bool = False) -> dict:
     """Drag a rough box, get SAM3's shape for the object inside it (REQ-043).
 
     The box is a visual exemplar rather than a crop: SAM3 may return several
@@ -378,6 +378,16 @@ def assist(frame_id: int, box: List[float], class_id: int = 0,
     finally:
         jobs.gpu_lock.release()
 
+    # Track Forward passes dedupe=True (REQ-189): the run still happens, but a
+    # result that lands on a shape already there is the same object twice, so
+    # nothing is written and the caller reports the frame as skipped. Runs after
+    # the lock is released because this part needs no GPU.
+    if dedupe:
+        landed = to_box(geometry)
+        for existing in listing(frame_id):
+            if existing["class_id"] == class_id and intersects(landed, to_box(existing["geometry"])):
+                return {"skipped": True}
+
     return add(frame_id, class_id, geometry, source="manual", score=detection.score)
 
 
@@ -397,6 +407,16 @@ def _overlap(detection_box: List[float], drawn: List[float],
     return inter / (area_box + area_drawn - inter)
 
 
+def intersects(a: List[float], b: List[float]) -> bool:
+    """Any pixel of intersection between two normalized xyxy boxes (REQ-189).
+
+    Deliberately not IoU: two trucks that merely touch are two trucks. Raising
+    this to a ratio is the upgrade path if adjacent same-class boxes ever start
+    getting dropped as duplicates.
+    """
+    return min(a[2], b[2]) > max(a[0], b[0]) and min(a[3], b[3]) > max(a[1], b[1])
+
+
 def clear_batch_class_annotations(batch_id: int, class_id: int) -> int:
     """Delete all annotations matching class_id across all frames in a batch (REQ-046)."""
     with db.cursor() as cur:

docs/requirements.md

@@ -200,9 +200,12 @@ changes.
   shape supplies its own box, a polygon is reduced to its bounding box. Each frame is an
   **independent** run: a frame SAM3 refuses (nothing inside the box) is reported and the rest
   still run; nothing selected, an unusable shape, or the last frame says so instead of doing
-  nothing. A frame that **already holds a shape of the tracked class is skipped** — hidden or
+  nothing. Every frame ahead **runs** — a frame that already holds a shape of the tracked class
-  dimmed shapes count as present — and the skip is reported in the result banner and marked
+  is still annotated when SAM3 finds a *different* object there. What is dropped is a
-  with a dot on that frame's filmstrip thumbnail, never silently passed over. A long run can be
+  **duplicate**: a result that intersects an existing shape of the tracked class (any shared
+  area counts, hidden or dimmed shapes count) is not written, and that skip is reported in the
+  result banner and marked with a dot on that frame's filmstrip thumbnail, never silently passed
+  over. A long run can be
   **cancelled** mid-flight: cancelling stops the remaining frames, but a request already in
   flight is not aborted server-side and may still save its shape. The box is never grown and never reseeded from a result, so there is
   no size or position readjustment between frames: a fast-moving object can still leave the

docs/tasks.md

@@ -1511,7 +1511,8 @@ read it.
    slice bound is computed from `Number(trackFrames)` so a string can never concatenate into the
    slice end; `slice(index+1, index+1+N)` and `slice(index+1)` both bounded; cancel lands as
    `cancelled — frame n may still be saved by the server` and keeps the shapes already written;
-   skip check reads the `class_ids` array, not `annotation_count`; marks cleared at the start of
+   skip check reads the `class_ids` array, not `annotation_count` — *that rule was later replaced
+    by the post-run overlap test in the next task*; marks cleared at the start of
    every run; `Shift+T` deliberately **not** bound (a fat-fingered 500-frame GPU run is not worth
    a keystroke). Reviewer pass done — 4 findings fixed. **Still owed, user browser + GPU**: set
    N=3 → 3 shapes, reload → N remembered; to-end over the already-reviewed part of batch 19 →
@@ -1534,6 +1535,36 @@ read it.
    snapshot left as history); **SAM3 actually finding the object in the next 5 frames needs
    the user's GPU run** — select a shape, press `T`, expect a shape on each of the next 5.
 
+## Task — Track Forward skips on overlap, not on class presence (REQ-189 amended) `[DONE]`
+
+- The old rule skipped a frame *before* SAM3 ran when it already held a shape of the tracked
+  class, which contradicted REQ-189's own "each frame is an independent run": a second truck in
+  the same frame could never be annotated. Amended to a duplicate test **after** the run.
+- `backend/review.py:intersects()` — any intersection between two normalized boxes (shared area
+  > 0; edge touch is *not* an overlap), deliberately not IoU. `assist()` gained
+  `dedupe: bool = False`: once the GPU lock is released and right before `add()`, an existing
+  shape of the same class on that frame whose box intersects the result makes it answer
+  `{"skipped": True}` and write nothing — no create-then-delete, no transient row.
+  `backend/api/review.py:AssistRequest.dedupe` carries the flag; `False` keeps the single-shot
+  box-assist path byte-identical.
+- `frontend/src/pages/ReviewPage.jsx:trackForward` — pre-skip on `class_ids` and the local
+  `class_ids` union are gone, the call sends `dedupe: true`, and `{skipped: true}` lands in the
+  banner as `skipped K overlapping <class>` plus the filmstrip dot `overlaps an existing <class>`.
+- `backend/batches.py:frames()` no longer ships `class_ids` (it was added for the pre-skip and
+  died with it); `annotation_count` stays.
+- Docs: `requirements.md` REQ-189 skip sentence rewritten, `ui-spec.md` banner + thumb tooltip.
+- Cost accepted: a long run now pays a GPU call on **every** frame ahead, including frames that
+  end up skipped, where the old pre-skip made those free. Only worth layering a cheap seed-box
+  pre-skip back if that hurts.
+→ verify: **[DONE]** `uv run python` harness (mocked engine + temp PNG) — 6 `intersects`
+  cases (edge-touch false, partial/contained/corner true, disjoint false) and 5 `assist()` paths:
+  dedupe+overlap → `{"skipped": True}` with `add()` never called; other-class box → annotated;
+  empty frame → annotated; `dedupe=False` → annotated; polygon annotation → skipped.
+  `batches.frames()` run against the live DB (3737 rows, `class_ids` gone, `annotation_count`
+  kept); `npm run build` green; `git diff --check` clean. **Still worth a GPU run:** track into a
+  frame already holding an overlapping truck → banner `skipped K overlapping truck`, dot, count
+  unchanged, while a frame holding a truck elsewhere gets its own second box.
+
 ## Known open points
 
 - *Not closed by any task, by choice:* **any rebuild kills the running job.** Task 14's resume

docs/ui-spec.md

@@ -937,7 +937,7 @@ worked". The jump happens once per load, and again after an auto-label job finis
 ### 5.2 Data model in play
 
 ```
-frame       { id, idx, filename, width, height, review_status, annotation_count, class_ids }
+frame       { id, idx, filename, width, height, review_status, annotation_count }
 annotation  { id, class_id, geometry, score, source: "auto"|"manual" }
 batch       { …, review: { pending, approved, rejected }, annotation_count, status }
 ```
@@ -1036,9 +1036,12 @@ an "asking SAM3…" indicator ·
   selected, an unusable shape, or the last frame
   says so in the error slot instead of silently doing nothing; a frame SAM3 refuses (nothing
   inside the box) does not stop the rest — the banner then **starts** with `Tracked N of M`
-  (M = frames actually ahead) followed by `skipped K already had <class>` and the per-frame
+  (M = frames actually ahead) followed by `skipped K overlapping <class>` and the per-frame
-  failures. Skipped frames are those that already hold a shape of the tracked class (hidden or
+  failures. Every frame ahead runs SAM3; a frame is skipped only when its **result** lands on a
-  dimmed counts); they get a dot on their filmstrip thumb and the thumb's tooltip says why. The
+  shape of the tracked class already there (any intersection — hidden or dimmed counts), which
+  means a frame holding the tracked class elsewhere still gets its own second box. Skipped frames
+  get a dot on their filmstrip thumb and the thumb's tooltip says `overlaps an existing <class>`.
+  The
   "asking SAM3…" indicator becomes a **Cancel** button while a run is in flight (Cancel stops the
   remaining frames; the frame already in flight can still be saved by the server, and the banner
   says so). A second

frontend/src/components/Filmstrip.jsx

@@ -1,7 +1,7 @@
 import React from 'react'
 import { api } from '../api'
 
-export default function Filmstrip({ frames, index, onSelectIndex, stripRef, markedIds, markLabel = 'already has it' }) {
+export default function Filmstrip({ frames, index, onSelectIndex, stripRef, markedIds, markLabel = 'overlaps an existing shape' }) {
   return (
     <div className="filmstrip" ref={stripRef}>
       {frames.map((item, position) => {

frontend/src/pages/ReviewPage.jsx

@@ -418,22 +418,23 @@ export default function ReviewPage({ batchId: rawBatchId, projectId, onProject }
       const marked = new Set()
       for (let i = 0; i < ahead.length; i++) {
         const targetFrame = ahead[i]
-        // A frame that already holds this class is left alone — hidden or
+        try {
-        // dimmed shapes count. It is reported, never silently passed over.
+          // dedupe makes the backend drop a result that lands on a shape of
-        if ((targetFrame.class_ids ?? []).includes(current.class_id)) {
+          // this class already on the frame — that is the same object twice —
+          // and answer { skipped: true } without writing it.
+          const created = await api.assist(
+            targetFrame.id,
+            { box, class_id: current.class_id, dedupe: true },
+            { signal: controller.signal },
+          )
+          if (created?.skipped) {
             skipped++
             marked.add(targetFrame.id)
             continue
           }
-        try {
-          await api.assist(targetFrame.id, { box, class_id: current.class_id }, { signal: controller.signal })
           tracked++
           patchFrameLocally(targetFrame.id, {
             annotation_count: (targetFrame.annotation_count ?? 0) + 1,
-            // Keeps the skip check honest for a second run in this session.
-            class_ids: (targetFrame.class_ids ?? []).includes(current.class_id)
-              ? targetFrame.class_ids
-              : [...(targetFrame.class_ids ?? []), current.class_id],
           })
         } catch (exc) {
           if (controller.signal.aborted) {
@@ -448,7 +449,7 @@ export default function ReviewPage({ batchId: rawBatchId, projectId, onProject }
         setSkippedLabel(className)
       }
       const parts = [`Tracked ${tracked} of ${ahead.length}`]
-      if (skipped) parts.push(`skipped ${skipped} already had ${className}`)
+      if (skipped) parts.push(`skipped ${skipped} overlapping ${className}`)
       if (failures.length) parts.push(failures.join(' · '))
       if (tracked === 0 || skipped || failures.length) setError(parts.join(' — '))
     } finally {
@@ -780,7 +781,7 @@ export default function ReviewPage({ batchId: rawBatchId, projectId, onProject }
           <Filmstrip
             frames={frames} index={index} onSelectIndex={setIndex} stripRef={stripRef}
             markedIds={skippedIds}
-            markLabel={`already has ${skippedLabel}`}
+            markLabel={`overlaps an existing ${skippedLabel}`}
           />
         </div>